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easyRTOS | v1 2 stm8s spiflash | os |
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cloud-data-engineering-technologies | cloud data engineering technologies cloud data engineering technologies fer labs course description the objective of the course to develop students skills in the field of data engineering in the cloud by using tools available on existing cloud platforms and also by using platform independent tools that will work in almost any working environment related to data engineering | azure azure-devops azure-functions azure-keyvault azure-kubernetes-service azure-pipelines azure-vault data-lake docker kubernetes kubernetes-cluster kubernetes-deployment | cloud |
gnudebian | gnudebian queenfield queenfield master debian svg distribution system for rtos | os |
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cosmos-validators | cosmos based node ansible setup plus several supporting playbooks design philosophy 1 extendable to most tendermint based chains 1 support both mainnet and testnet 1 stable playbooks and roles customizable variables 1 support essential functions snapshot state sync public rpc api endpoints through separate playbooks tl dr you run one playbook and set up a node bash ansible playbook main yml e target juno main ansible playbook i inventory testnet ini main yml e target juno test because we try our best to support the latest node version it is not recommended for you to sync from block 1 rather please state sync https polkachu com state sync or start from a snapshot https polkachu com tendermint snapshots node deployment validator backup and relayer for every network where we run a validator on mainnet we run 3 nodes validator backup and relayer the details of our 3 node infrastructure are documented here https polkachu com blogs holy trinity a system approach to tendermint based chain validation opinionated configuration we have 2 strong opinions about the node configuration 1 each network will have its custom port prefix this is to prevent port collision if you run multiple nodes on the same server for example juno s custom port prefix is 126 and that of osmosis is 125 since it is rather arbitrary we are going to force the same convention on you unless you fork the code the full list of our port prefixes is here https github com polkachu cosmos port prefixes we recommend you follow this convention 1 each type of node will have its setting based on polkachu s best practice for example the main node validator has null indexer and 100 0 prime number pruning and relayer node has kv indexer and 40000 2000 prime number pruning we will force these setting on you unless you fork the code host variables take a look at the inventory sample file you will see an example juno group with 3 different hosts juno main juno backup and juno relayer each host will have the following variables 1 ansible host required the ip address of the server 1 type required it can be main backup and relayer also test if you are adventurous each is opinionated in its configuration settings 1 prepare optional if unset it is default to true if false it will skip setups of firewall go cosmovisor node exporter promtail etc the reason for the false option is because we run many backup relayer nodes on the same server with setup done already other variables besides the above host variables you will also specify the following all variables in the inventory file 1 ansible user the sample file assumes ubuntu but feel free to use other user name this user need sudo privilege 1 ansible port the sample file assumes 22 but if you are like me you will have a different ssh port other than 22 to avoid port sniffing 1 ansible ssh private key file the sample file assumes ssh id rsa but you might have a different key location 1 var file it tells the program where to look for the variable file this is useless for the mainnet because the var file will automatically be inferred by the network name however it is essentially for testnets 1 user dir the user s home directory in the sample inventory file this is a computed variable based on the ansible user it assumes that it is not a root user and its home directory is home ansible user 1 path this is to make sure that the ansible user can access the go executable 1 node exporter default is true change it to false if you do not want to install node exporter 1 promtail default is true change it to false if you do not want to install promtail 1 log monitor enter your monitor server ip if you install promtail 1 node name this is your node name for the config toml file 1 log name this is the server name for the promtail service 1 pagerduty key this is the pagerduty key if you use tenderduty ready go one you understand the setup please first copy it to your own inventory file so you can customize it to suit your needs bash cp inventory sample inventory when you are ready install a node you run bash ansible playbook main yml e target host name playbooks playbook description main yml the main playbook to set up a node prepare yml prepare the server with node exporter promtail go cosmovisor and firewall rules support backup node yml install snapshot state sync resync genesis and prune script on backup node support snapshot yml install snapshot script and a cron job support state sync yml install state sync script support resync yml install weekly scheduled state sync and recovery script support genesis yml install a script to upload genesis support prune yml install a script to prune using cosmprund support public endpoints yml set up nginx reverse proxy for public prc api support seed yml install seed node with tenderseed you need a node key json j2 file so the node id is consistent support tenderduty yml install tenderduty support price feeder yml install price feeders for selected networks such umee kujira etc support scripts yml install scripts to make node operations easier support sync snapshot yml sync node from a snapshot support remove node yml remove a node and clean up selected playbook usage example support seed bash ansible playbook support seed yml e target umee seed seed 190c4496f3b46d339306182fe6a507d5487eacb5 65 108 131 174 36656 support tenderduty bash ansible playbook support tenderduty yml e target juno tenderduty key junovalcons1qyw2x2sjp40cqasdfyuiahsdfknasdkneafs support price feeder bash when you just want to update price feed config ansible playbook support price feeder yml e target kujira main when you just want to update price feed config and service file ansible playbook support price feeder yml e target kujira main price feeder password your password when you just want to update price feed config and service file and binary ansible playbook support price feeder yml e target kujira main price feeder password your password price feeder binary true support scripts bash ansible playbook support scripts yml e target juno main currently we have 4 supported scripts their usage is documented below using juno as example bash scripts bank balances juno sh scripts bank send juno sh address 1000000ujuno scripts distribution withdrawal juno sh scripts gov vote juno sh 1 yes supported networks see the group vars folder for the list of mainnet and testnet support port prefix all port prefixes come from this repo https github com polkachu cosmos port prefixes v1 to v2 migration optional in v1 the custom port prefix is 2 digits however this hobby project has evolved into a more ambitious one and we have run out of the prefixes therefore v2 introduces a breaking change of the 3 digit custom port prefixes if you have a node running based on v1 port prefix system you do not need to do anything however if you are as ocd as polkachu you might want to migrate all the previous nodes to comply with the new system here is a playbook to manage the migration you still need to close the old ports that are not longer in use but this playbook should take care of the rest bash ansible playbook support config update yml e target juno main known issue because this repo tries to accommodate as many tendermint based chains as possible it cannot adapt to all edge cases here are some known issues and how to resolve them chain issue solution axelar some extra lines at the end of app toml delete extra lines and adjust some settings these extra lines are supposed to change canto genesis file needs to be unwrapped from result genesis unwrap genesis with jq command injective some extra lines at the end of app toml delete extra lines and adjust some settings these extra lines are supposed to change kichain some extra lines at the end of app toml delete extra lines and adjust some settings these extra lines are supposed to change celestia testnet inconsistent config toml file variable naming convention manually adjust config toml file | blockchain |
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chartership2 | readme chartership 2 is a database and tracker for engineering competencies unlike other tools it is not specific to any one field of engineering or even to engineering altogether use it how you want | devise ruby-on-rails bootstrap-4 | server |
tpiuo | tpiuo repository for fer course data engineering technologies in the cloud ime marko prezime dun er email marko dundjer14 gmail com | cloud |
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ganache-ui | p align center img src https github com trufflesuite ganache ui blob develop static icons png 128x128 png raw true p ganache ganache is your personal blockchain for ethereum development p align center img src https github com trufflesuite ganache ui blob develop github images ganache screenshot jpg raw true p getting started you can download a self contained prebuilt ganache binary for your platform of choice using the download button on the ganache https trufflesuite com ganache website or from this repository s releases https github com trufflesuite ganache ui releases page ganache is also available as a command line tool if you prefer working on the command line check out the ganache cli https github com trufflesuite ganache contributing please open issues and pull requests for new features questions and bug fixes requirements node v14 21 1 to get started 0 clone this repo 0 run npm install 0 run npm run dev if using windows you may need windows build tools https www npmjs com package windows build tools installed first building for all platforms each platform has an associated npm run configuration to help you build on each platform more easily because each platform has different but similar build processes they require different configuration note that both windows and mac require certificates to sign the built packages for security reasons these certs aren t uploaded to github nor are their passwords saved in source control on windows building on windows will create a appx file for use with the windows store before building create the certs directory with the following files certs cert pfx note a pfx file is identical to a p12 just change the extension if you ve been given a p12 in order to build on windows you must first ensure you have the windows 10 sdk https developer microsoft com en us windows downloads windows 10 sdk installed if you have errors during the build process ensure the package json file s windowsstoreconfig windowskit points to your windows 10 sdk directory the one specified in the package json file currently is what worked at the time this process was figured out it may need to be updated periodically because windows requires a certificate to build the package and that certificate requires a password you ll need to run the following command instead of npm run make in order to successfully sign the appx bundle on windows 10 an alternative signtool exe to the binary bundled with electron builder may need to be used see https github com electron userland electron builder pull 6817 install windows sdk 18362 from https developer microsoft com en us windows downloads sdk archive and set the signtool path for electron builder as follows env signtool path c program files x86 windows kits 10 bin 10 0 18362 0 x64 signtool exe note newer versions of the sdk may not work as the default value for the fd file digest argument was no longer supported electron will exclude the argument if digest is sha1 the default when spawning signtool exe see https github com electron userland electron builder blob aeffe080e07f11057134947e09021cd9d6712935 packages app builder lib src codesign windowscodesign ts l232 while older versions do not support the signtool path environment variable cert pass npm run build windows replace in the command above with your certificate password this will create a appx file in out make on mac building on a mac will create a standard mac dmg file before building on a mac make sure you have truffle s signing keys added to your keychain next run the following command npm run build mac this will create a signed dmg file in out make on linux building on linux will create a appimage file meant to run on many versions of linux linux requires no signing keys so there s no set up simply run the following command npm run build linux this will create a appimage file in out make generating icon assets asset generation generally only needs to happen once or whenever the app s logo is updated if you find you need to rebuild the assets the following applications were used two tools were used electron icon maker https www npmjs com package electron icon maker svg2uwptiles https www npmjs com package svg2uwptiles electron icon maker generates assets for all platforms when using electron s squirrel package and these assets live in static icons svg2uwptiles generates all assets needed for the windows appx build and those assets live in build appx these locations can be changed in the future but make sure to change the associated configuration pointing to these assets note from the author i found managing these assets manually especially the appx assets was a pain if possible try not to edit the assets themselves and use one of the generators above flavored development extras aren t stored here in this repository due to file size issues licensing issues or both non ethereum flavored ganache extras are uploaded to releases here https github com trufflesuite ganache flavors releases when extras change they should be uploaded to a new release and a corresponding ganache release that targets the new ganache flavors release see common extras index js for what you d need to update vs code debugging below is a vscode launch json configuration that will attach to both the main and renderer processes you only need to run the launch ganache ui configuration the renderer attach configuration will run automatically jsonc version 0 2 0 configurations name attach to renderer process port 9222 request attach type pwa chrome webroot workspacefolder ganache sourcemaps true sourcemappathoverrides webpack webroot name launch ganache ui type node request launch cwd workspacefolder ganache runtimeexecutable workspacefolder ganache node modules bin electron webpack args dev sourcemaps true serverreadyaction pattern renderer debugger is listening on port 0 9 action startdebugging name attach to renderer process by truffle ganache is part of the truffle suite of tools find out more https trufflesuite com | ethereum blockchain ganache electron development truffle | blockchain |
frontend-tools | this is depreicated content this content has evolved into a book called front end handbook https www gitbook com book frontendmasters front end handbook details landscaping with frontend development tools an opinionated list of tools for frontend i e html js css desktop laptop i e does not include tablet or phone yet web development coding tools workflow builds assemblers task runners dev opts bud http github com azer bud lumbar http walmartlabs github io lumbar brunch http brunch io grunt http gruntjs com lineman https github com testdouble lineman yeoman http yeoman io takeoff http tsvensen github io takeoff gulpjs http gulpjs com broccoli https github com joliss broccoli mimosa http mimosa io codekit http incident57 com codekit livereload http livereload com stealjs http javascriptmvc com docs html stealjs anvil js https github com anviljs anvil js modjs http modulejs github io modjs nodefront http karthikv github com nodefront automaton http indigounited com automaton volo http volojs org roots http roots cx middleman http middlemanapp com fb flo http facebook github io fb flo browser package managers checkout front end package manager comparison https github com wilmoore frontend packagers bower http bower io component https github com component component ender http ender jit su jam http jamjs org volo http volojs org jspm io http jspm io css base boilerplate normalize css http necolas github com normalize css css frameworks comparison http responsive vermilion com compare php or front end css frameworks http usablica github com front end frameworks compare html foundation http foundation zurb com bootstrap http twitter github com bootstrap html kickstart http www 99lime com elements kube http imperavi com kube skeleton http www getskeleton com baseline http baselinecss com gumby http gumbyframework com groundwork http groundwork sidereel com url home topcoat http topcoat io purecss http purecss io tuktuk http tuktuk tapquo com metro ui css http metroui org ua flat ui kit http designmodo github io flat ui workless http workless ikreativ com 99lime http www 99lime com ink http ink sapo pt semantic ui http semantic ui com uikit http www getuikit com cascade framework http www cascade framework com minfwk http minfwk com layers http eiskis net layers html base boilerplate html5 boilerplate http html5boilerplate com rock hammer http stuffandnonsense co uk projects rock hammer html5bones http html5bones com dcodes http www dcodes net 2 docs index html frontend html css js base boilerplate headstart http www headstart io google web starter kit https developers google com web starter kit dom scripting fyi dojo yui ext qooxdoo all have dom tools jquery http jquery com jquery http jquerypp com zepto http zeptojs com tire http tirejs com mootools http mootools net domassistant http www domassistant com enders the jeesh https github com ender js jeesh domready https github com ded domready query https github com ded qwery bonzo https github com ded bonzo bean https github com fat bean rye http ryejs com dom https github com component dom js helpers lo dash http lodash com fn js http eliperelman com fn js lazy js http danieltao com lazy js string js http stringjs com boiler js http www boilerjs com underscore http underscorejs org underscore string http epeli github io underscore string sugar js http sugarjs com craft js http craftjs org valentine https github com ded valentine platform js https github com bestiejs platform js modernizr http modernizr com yepnope http yepnopejs com json3 http bestiejs github io json3 uri js https github com medialize uri js moment js http momentjs com wait js https github com elving wait numeral js http numeraljs com accounting js http josscrowcroft github io accounting js upcast https github com rowanmanning upcast taffydb http www taffydb com catiline js http catilinejs com xregexp http xregexp com duckyjs http duckyjs com mathjs http mathjs org spectra js http aakpat6 github io spectra keyboard helpers keys js https github com bitwalker keys js mousestrap http craig is killing mice keypress http dmauro github io keypress event mouse touch pointer helpers pointer js https github com mozilla pointer js thumbs js http mwbrooks github io thumbs js hammer js https github com eightmedia hammer js event js https github com mudcube event js deeptissue js http deeptissuejs com css helpers typecsset https github com csswizardry typecsset prefix free http leaverou github io prefixfree csscomb http csscomb com autoprefixer https github com ai autoprefixer module script dependency loaders javascript loaders comparison https spreadsheets google com spreadsheet lv key 0aqln2akpwimiderky3j2oxdouvjdtknsq2zsv3howve f true noheader true gid 2 require js http requirejs org almond https github com jrburke almond cajon https github com requirejs cajon browserify https github com substack node browserify curl https github com cujojs curl shepherd js http xcambar github io shepherd js umd universal module definition https github com umdjs umd umd inspired module boilerplate https gist github com 3880415 inject https github com linkedin inject controljs http controljs org jal https github com tail f systems jal yepnope http yepnopejs com axel https github com amol axel lmd http lmdjs org lazyjs http bevacqua github io lazyjs jspm io http jspm io lazy js https github com mercadolibre lazy js webpack https github com webpack webpack systemjs https github com systemjs systemjs templates template chooser http garann github io template chooser handlebars http handlebarsjs com pure http beebole com pure dust http akdubya github io dustjs transparency http leonidas github io transparency plates https github com flatiron plates mustache http mustache github com hogan js http twitter github io hogan js icanhaz http icanhazjs com dot js http olado github io dot underscore http underscorejs org template mold https github com idottv mold nunjucks http jlongster github io nunjucks swig http paularmstrong github io swig jtmpl http jtmpl com teddy https github com kethinov teddy ui widgets comparison http uiwidgets t7interactive com chico ui http chico ui com ar google closure http closure library googlecode com svn trunk closure goog demos index html dhtmlx http dhtmlx com extjs http www sencha com products extjs examples kendoui http www kendoui com qooxdoo http qooxdoo org bootstrap components javascript http twitter github com bootstrap javascript html fuel ux http exacttarget github com fuelux wijmo http wijmo com yui3 widgets http yuilibrary com yui docs guides dojo dijits http dojotoolkit org reference guide 1 8 dijit index html jquery ui http jqueryui com zino ui http zinoui com jkit http jquery jkit com w2ui http w2ui com web basis js http basisjs com webix http docs webix com alloyui http alloyui com javascript from sync fusion http www syncfusion com products javascript jqwidgets http www jqwidgets com formstone http formstone it winjs http try buildwinjs com play assets cms gov http assets cms gov zippy ui http zippyui com testing frameworks testem https github com airportyh testem karma http karma runner github io 0 8 index html intern http theintern io buster js http busterjs org prova http github com azer prova browser testing browser automated testing browser screen captures casperjs http casperjs org selenium http www seleniumhq org phantomjs http phantomjs org saucelabs https saucelabs com browserstack http www browserstack com browserling https browserling com dalekjs http dalekjs com testling ci http ci testling com crossbrowsertesting com http crossbrowsertesting com nightwatch js http nightwatchjs org protractor https github com angular protractor tests runners mocha http visionmedia github com mocha qunit http qunitjs com jasmine http pivotal github com jasmine jest http facebook github io jest jstest http jstest jcoglan com test spies stubs and mocks sinon js http sinonjs org code coverage istanbul http gotwarlost github io istanbul blanket js http blanketjs org coveralls https coveralls io code complexity reports jscomplexity http jscomplexity org plato https github com es analysis plato assertion libraries chai http chaijs com should https github com visionmedia should js expect https github com learnboost expect js js performance testing benchmark js http benchmarkjs com jsperf javascript performance playground http jsperf com js auto documentation tools yuidoc http yui github com yuidoc docco http jashkenas github com docco docco husky https github com mbrevoort docco husky jsduck https github com senchalabs jsduck jsdoc https github com jsdoc3 jsdoc node jsdoc toolkit https github com p120ph37 node jsdoc toolkit dox https github com visionmedia dox markdox https github com cbou markdox dox foundation https github com punkave dox foundation css auto documentation tools the style guide guide http vinspee me style guide guide kss https github com kneath kss styledocco http jacobrask github com styledocco js quality validators jslint http www jslint com jshint http www jshint com jslint error explanations http jslinterrors com jscomplexity http jscomplexity org eslint https github com eslint eslint node jscs https github com mdevils node jscs css quality validators csslint http csslint net recess http twitter github com recess html quality validators html inspector https github com philipwalton html inspector htmlhint http htmlhint com js optimizer minification compression tools google closure compiler https developers google com closure compiler uglifyjs https github com mishoo uglifyjs esprima http esprima org index html css optimizer minification compression tools ycssmin https github com yui ycssmin csso http css github io csso languages compiling to css sass http sass lang com compass http compass style org inuit css https github com csswizardry inuit css bourbon https github com thoughtbot bourbon mixins library for sass neat https github com thoughtbot neat semantic css grid framework stylus http learnboost github com stylus nib http visionmedia github com nib less http lesscss org less elements http lesselements com mixins library for less semantic gs http semantic gs semantic css grid system absurd http krasimir github io absurd client side tests myth http www myth io languages compiling to js http altjs org http altjs org coffeescript http coffeescript org dart http www dartlang org roy https github com pufuwozu roy clojurescript https github com clojure clojurescript typescript http www typescriptlang org languages compiling to html jade http jade lang com haml https github com haml haml blade https github com bminer node blade markdown http daringfireball net projects markdown slim http slim lang com routers crossroads js http millermedeiros github io crossroads js davis js http davisjs com routie http projects jga me routie director https github com flatiron director finch js http stoodder github io finchjs page js http visionmedia github io page js front end application structure somewhat backend agnostic backbone http backbonejs org marionette http marionettejs com chaplin http chaplinjs github com aura http addyosmani github com aura thorax http walmartlabs github com thorax ember http emberjs com knockout http knockoutjs com canjs http canjs us spine http spinejs com angularjs http angularjs org ngmodules org http ngmodules org maria http peter michaux ca maria sparky js http sparkyjs com hoodie http hood ie lure js http tylerbuchea com projects lure riot js https github com moot riotjs vue js http vuejs org mithril http lhorie github io mithril front end application structure with backend opinions derby http derbyjs com requires nodejs flatiron http flatironjs org requires nodejs batman js http batmanjs org requires nodejs jsmvc http javascriptmvc com requires java montage http montagejs org requires nodejs full stack application structure frameworks wakanda http www wakanda org meteor http www meteor com frontend javascript frameworks aka kitchen sink solutions tools below provide a mixture of the things above yui3 http yuilibrary com projects yui3 dojo http dojotoolkit org extjs http www sencha com products extjs qooxdoo http qooxdoo org google closure https developers google com closure front end application monitoring caliper http caliper io reference guide polyfill generator tools browser x supports x http caniuse com http caniuse com http html5please com http html5please com http html5readiness com http html5readiness com html5test com http html5test com index html http www browsersupport net http www browsersupport net http css3test com http css3test com browserscope http www browserscope org html5 css3 support http www findmebyip com litmus css4 selectors http css4 selectors com selectors html5 information and samples for html5 and related apis http robertnyman com html5 css3 information and samples http robertnyman com css3 javascript tests compatibility tables http robertnyman com javascript cross browser handbook knowledgebase http www crossbrowserbook com knowledge js compatibility table http compatibility shwups cms ch de home webbrowsercompatibility http www webbrowsercompatibility com html language references polyfills html5 a technical specification for web developers http developers whatwg org html living standard http www whatwg org specs web apps current work multipage html5 a vocabulary and associated apis for html and xhtml http www w3 org tr html5 html 5 reference a web developer s guide to html 5 http dev w3 org html5 html author hypertext markup language html from mozilla https developer mozilla org en us docs html html5 differences from html4 http dev w3 org html5 html4 differences html5shiv https github com afarkas html5shiv html5 js https github com bestiejs html5 js html5 friends specs ref polyfills webbrowsercompatibility com http www webbrowsercompatibility com html5 friends from mozilla https developer mozilla org en us docs html html5 html5rocks http www html5rocks com en html5 cross browser polyfills https github com modernizr modernizr wiki html5 cross browser polyfills html5 information and samples for html5 and related apis http robertnyman com html5 html 5 demos and examples http html5demos com svg https developer mozilla org en us docs svg svg edit browser editor http svg edit googlecode com svn history r1771 trunk editor svg editor html d3 js http d3js org raphaeljs http raphaeljs com bonsaijs org http bonsaijs org snapsvg io http snapsvg io canvas https developer mozilla org en us docs html canvas paper js http paperjs org fabric js http fabricjs com kineticjs http kineticjs com webgl https developer mozilla org en us docs webgl three js http mrdoob github com three js the x toolkit https github com xtk x readme dom specs ref polyfills dom living standard http dom spec whatwg org dom parsing and serialization living standard http domparsing spec whatwg org dom4 http www w3 org tr dom document object model dom technical reports from w3c http www w3 org dom domtr document object model from microsoft http msdn microsoft com en us library ie hh772384 v vs 85 aspx document object model from mozilla https developer mozilla org en us docs dom event compatibility tables http www quirksmode org dom events index html css specs ref polyfills css from mozilla https developer mozilla org en us docs css css spec i fi ca tions from w3c http www w3 org style css current work http cssvalues com http cssvalues com css contents and browser compatibility http www quirksmode org css contents html css compatibility and internet explorer http msdn microsoft com en us library cc351024 vs 85 aspx html5 cross browser polyfills look for css https github com modernizr modernizr wiki html5 cross browser polyfills css selectors from css4 till css1 http css4 selectors com selectors css3clickchart com http css3clickchart com css selectors http www quirksmode org css selectors css generators patternify http www patternify com ultimate css gradient generator http www colorzilla com gradient editor patternizer http patternizer com css3please com http css3please com cssarrowplease com http cssarrowplease com css flexbox please http demo agektmr com flexbox css3 generator http www css3 me css3generator com http css3generator com css3maker com http www css3maker com css3 sandbox http westciv com tools index html the shapes of css http coderwall com p xrxaxa css matic http www cssmatic com extractcss com http extractcss com css style conventions guides kss https github com kneath kss readme smacss http smacss com google html css style guide http google styleguide googlecode com svn trunk htmlcssguide xml declaration order idiomatic css https github com necolas idiomatic css object oriented css http oocss org wordpress org ui style guide http dotorgstyleguide wordpress com starbucks style guide http www starbucks com static reference styleguide github css styleguide https github com styleguide css general css notes advice and guidelines https github com csswizardry css guidelines yelp styleguide http www yelp com styleguide javascript es5 specs ref polyfills ecma 262 5 in detail http dmitrysoshnikov com ecmascript es5 chapter 0 introduction ecmascript language specification http ecma international org ecma 262 5 1 annotated ecmascript 5 1 http es5 github com ecmascript 5 compatibility table http kangax github com es5 compat table internet explorer ecma 262 ecmascript language specification fifth edition standards support document http msdn microsoft com en us library ff960769 aspx javascript reference from mozilla https developer mozilla org en us docs javascript reference the sample usage of ecma 5 features implemented in v8 https gist github com 1073547 understanding javascript oop http killdream github com blog 2011 10 understanding javascript oop javascript aka web ecmascript living standard http mathias html5 org specs javascript es5 shim https github com kriskowal es5 shim poly https github com cujojs poly augment js http augmentjs com javascript es6 specs ref polyfills es6 what can be shimmed and what not https gist github com 1665192 ecmascript 6 compatibility table http kangax github com es5 compat table es6 draft specification for es next ecma 262 edition 6 http wiki ecmascript org doku php id harmony specification drafts es6 shim https github com paulmillr es6 shim ecma 262 6th edition draft http people mozilla org jorendorff es6 draft html ecmascript support matrix http pointedears de scripts test es matrix javascript style conventions guides google javascript style guide http google styleguide googlecode com svn trunk javascriptguide xml felix s node js style guide http nodeguide com style html idiomatic js https github com rwldrn idiomatic js code conventions for the javascript programming language http javascript crockford com code html jsbeautifier http jsbeautifier org airbnb javascript style guide https github com airbnb javascript meteor style guide https github com meteor meteor wiki meteor style guide general front end practices conventions isobar http isobar idev github com code standards being a web developer http www yellowshoe com au standards front end dev guidelines http taitems github com front end development guidelines html and css code guide https github com mdo code guide performance tools charles http www charlesproxy com webpagetest http www webpagetest org pagespeed insights browser extensions https developers google com speed pagespeed chrome developer tools network panel https developers google com chrome developer tools docs network chrome developer tools timeline panel https developers google com chrome developer tools docs timeline chrome developer tools profiles panel https developers google com chrome developer tools docs profiles dom monster http mir aculo us dom monster imageoptim http imageoptim com rules practices web performance best practices https developers google com speed docs best practices rules intro best practices for speeding up your web site http developer yahoo com performance rules html high performance web sites 14 rules for faster loading web sites http stevesouders com hpws even faster web sites http stevesouders com efws google web fundamentals https developers google com web fundamentals online repl s editors ide s js repl repl it http repl it jsconsole com http jsconsole com codeboot org http codeboot org continuum http benvie github com continuum js focused editors jsfiddle http jsfiddle net jsbin http jsbin com es6fiddle es6fiddle net regular expression editors scriptular http scriptular com regexr http gskinner com regexr refiddle http refiddle com regexplanet http www regexplanet com html css editors dabblet http dabblet com cssdesk http cssdesk com html css js editors tinker io https tinker io tinkerbin http tinkerbin com plunker https github com filearts plunker cssdeck http cssdeck com codepen http codepen io liveweave http liveweave com codemagic gr http codemagic gr execute test live code runnable http runnable com browser ide s koding https koding com cloud9 ide https c9 io action io https www action io json editors jsoneditoronline org http jsoneditoronline org json tinker http json bubblemix net jsonmat http jsonmate com browser security browser security handbook http code google com p browsersec wiki main dompurify https github com cure53 dompurify html5sec org https html5sec org js xss https github com leizongmin js xss browser hacks browserhacks com http www browserhacks com api first cms service contentful https www contentful com prismic io https prismic io backend services for front end developers firebase https www firebase com index html pusher http pusher com jaystack http jaystack com parse https www parse com singly https singly com cloud cms https www cloudcms com kinvey http www kinvey com stackmob http www stackmob com cloudmine https cloudmine me kumulos http www kumulos com deployd http deployd com backlift com https backlift com index html hull io http hull io stormpath com http stormpath com dreamfactory https www dreamfactory com userapp i https www userapp io goinstant https goinstant com myjson com http myjson com api tools apiary http apiary io api engine https apiengine io swagger https developers helloreverb com swagger postman http www getpostman com apidocjs http apidocjs com apiblueprint http apiblueprint org api mocking mocky io http www mocky io filltext com http www filltext com jsonplaceholder http jsonplaceholder typicode com faker js https github com marak faker js json generator http www json generator com caddis https github com bustardcelly caddis dyson https github com webpro dyson json server https github com typicode json server image mocking placekitten http placekitten com placehold it http placehold it hhhhold com http hhhhold com json query tools taffydb http www taffydb com linq js http linqjs codeplex com json select http jsonselect org jsoniq http www jsoniq org json query https github com mmckegg json query spahql http danski github io spahql json mask https github com nemtsov json mask objeq https github com agilosoftware objeq json validation tools schema inspector http atinux github io schema inspector front end db s pouchdb http pouchdb com web storage http www w3 org tr webstorage indexed database api http www w3 org tr indexeddb lokijs http lokijs org underscore db https github com typicode underscore db based js https github com tremaynechrist based catalog collection of javascript libs and tools jster http jster net thetoolbox cc http thetoolbox cc javascriptoo com http www javascriptoo com microjs com http microjs com jsdb io http www jsdb io sort trending static site generators http staticsitegenerators net http staticsitegenerators net | front_end |
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practical-flutter | practical flutter micro samples for flutter mobile development platform i have no idea yet on flutter development but i am going to figure it out this year i really dont like native mobile development due to its real slow compile refresh cycle i used to be an early adopter of kotlin circa 4 the kotlin team actually used my open source project as a test bed for kotlin android support samples hello world page dart https github com dodyg practical flutter tree master projects ui lib pages hello world page dart hello world page alert dialog page dart https github com dodyg practical flutter tree master projects ui lib pages alert dialog page dart shows how to create and display dialog page row page dart https github com dodyg practical flutter tree master projects ui lib pages row page dart shows the simplest usage of row layout | flutter | front_end |
django-finance-tracker | django finance tracker backend of finance tracker app project i wanted to clone a web version of the money lover mobile app for practicing full stack development android money lover https play google com store apps details id com bookmark money hl en gl us ios money lover https apps apple com us app money lover expense manager id486312413 | django django-rest-framework python rest-api | server |
parking_lot_opencv | sistema de vis o computacional e machine learning para verifica o de disponibilidade de vagas de estacionamento automated system to parking lot using computer vision opencv machine learning execu o run primeiro instale as bibliotecas necess rias executando o comando abaixo recomendo utilizar o python3 6 que foi a vers o usada no desenvolvimento pip install r req txt pronto agora basta executar o arquivo app py python app py overview basicamente primeiro extra do as features do local a ser analisado como histograma bordas o que alimenta um algoritmo svm para realizar a classifica o realizei o procedimento somente em duas vagas mas poderia ser aplicado a todas a vagas p align center img src https github com offsouza parking lot opencv blob master video gif p | opencv-python svm svm-classifier parking-lot computer-vision estacionamento machine-learning | ai |
NWatch-DShanMCU-F103 | supported targets dshanmcu f103 https item taobao com item htm id 724601559592 p align right b english b a href readme zh md a a p introduction this project is developed based on the dshanmcu f103 https item taobao com item htm id 724601559592 development board stm32f103c8t6 with the intention of providing a comprehensive example learning reference for learning stm32 and hal libraries this project is based on zakkemble s open source project nwatch https github com zakkemble nwatch https github com zakkemble nwatch original author s blog address https blog zakkemble net diy digital wristwatch https blog zakkemble net diy digital wristwatch the difference between nwatch dshanmcu f103 and the original author s nwatch is that it was ported to the dshanmcu f103 development board and developed based on the hal library of st thanks to the convenient configuration of stm32cubemx during secondary development some new features were added compared to the original author s nwatch such as restoring factory settings which will gradually add more features in the future video demonstration of running effects https youtu be q3dh2mmq9h4 si bkvdlyvp3uxzernw https www youtube com watch v q3dh2mmq9h4 list plx3m4mi ts8gynj7wdu16drpodufrxxeq index 1 forum help https forums 100ask net https forums 100ask net | os |
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Macehub_Faculty | macehub faculty faculty contact app for mar athanasius college of engineering the app will automatically collects the faculty details including name phone number image ect from the mace website and store it in a local database | server |
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design | img src https user images githubusercontent com 8019099 133430653 24422d2a 3c8d 4052 9ad6 0580597151ee png div align right a href https cal com website a a href https github com calendso docs issues community support a div design documentation the official design documentation containing our custom design system that we use for all products and services this documentation site runs on docusaurus https docusaurus io so you may refer to their documentation should you need information on anything that isn t covered here prerequisites git node js npm yarn installation firstly clone the repository using git console git clone https github com calendso design git now you can install the dependencies with yarn console yarn install editing to create edit and delete documentation pages you can simply create markdown md files in the docs folder you can edit markdown with any text editor but vs code and webstorm have side by side previews so you can see your formatted content whilst writing markdown local development console docusaurus start this command starts a local development server and opens up a browser window most changes are reflected live without having to restart the server build console yarn build this command generates static content into the build directory and can be served using any static contents hosting service deployment console git user your github username use ssh true yarn deploy if you are using github pages for hosting this command is a convenient way to build the website and push to the gh pages branch | os |
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h5i18n | h5i18n npm version npm image npm url build status travis image travis url coverage status coverage image coverage url a mobile page of internationalization development framework js var langs new h5i18n languages cn langs update en api js function update locale string langs update en js function get text string locale string langs get en english license mit zswang http weibo com zswang npm url https npmjs org package h5i18n npm image https badge fury io js h5i18n svg travis url https travis ci org zswang h5i18n travis image https travis ci org zswang h5i18n svg branch master coverage url https coveralls io github zswang h5i18n branch master coverage image https coveralls io repos zswang h5i18n badge svg branch master service github | i18n | front_end |
SEI-project-four | trackmycal ga project four brief week long fourth project for the software engineering immersive course solo project with the following requirements build a full stack application by making your own back end and front end use a python django api using the django rest framework to serve your data from a postgres database project must have at least 1 one to many and 1 many to many relationship with crud functionality must be designed well deployment app has been deployed with heroku can be viewed here trackmycal https trackmycal herokuapp com technologies used backend python django django rest framework postgresql pyjwt psycopg2 frontend react hooks javascript es6 html5 scss react bootstrap axios react router dom http proxy middleware react select dev tools vs code insomnia tableplus yarn git github excalidraw wireframing heroku deployment overview and concept trackmycal is an app designed for the user to add foods to their logbook and keep a diary of how many calories they are consuming the food nutrition content is key to this app and designed for users to decide what food they want to consume while keeping track of their calorie intake we were encouraged to clone other apps as that would give us more time to focus on functionality as the styling and concept would already be done since i decided to go solo knowing time would work different for me as opposed to being in a group i based this app on one of my favourites myfitnesspal https www myfitnesspal com screenshots https github com hamzaamb sei project four blob main client screenshots homepage2 png approach taken planning first i had to plan what the relationships would look like for my project and what functionality i wanted the users to have as i had set out to have a user who can create multiple log books which exclusively belonged to them this was the one to many relationship between the user and log books the many to many relationship was created between the log books and the foods available enabling the user to add foods to their respective logbooks demonstrated in the diagram below screenshots https github com hamzaamb sei project four blob main client screenshots diagram png the diagram above also shows the structure of how my foods model would look like after finalising the relationships and the foods model i planned to create dummy data in order to test process with the planning complete the next phase to complete the back end and add all the functionality that my users would be able to use we were required to use a postgresql database in our project this required us to connect django to it after that the relationships were completed on the logbooks model one as a many to many with the foods model and the next being a one to many with the user screenshots https github com hamzaamb sei project four blob main client screenshots logbookmodel png once set up i was able to test these relationships in tableplus and look at how the relationships were working one user is able to create many logbooks and many logbooks can have many foods stored within them the diagram below is a representation of the flow screenshots https github com hamzaamb sei project four blob main client screenshots tableflow png building the models views and serializers in the django rest framework took 2 3 days the most challenging part was to add a post request in views for the logbook which enables the user to add food to it screenshots https github com hamzaamb sei project four blob main client screenshots logbookdetail png another functionality that was crucial to this app allows users to view their logbooks testing the data showed that any user could view all logbooks that were ever made regardless of who the user was going through the django documentation and with the help of my instructors we were able to find a solution to filter out the users that the logbooks belonged to adding the authentication on top users were now able to view only their logbooks only once they were signed in this can be seen in the objects filter below where the owner id is checked against the id of the user making the request screenshots https github com hamzaamb sei project four blob main client screenshots logbooklist png on the front end the ability to see their logbooks which calculates how many logbooks the user has as well as who the user is screenshots https github com hamzaamb sei project four blob main client screenshots logbookfrontend png other components food index page which shows all the foods available to view and potentially add to your logbook some nutrition available in this view to make the user journey easier screenshots https github com hamzaamb sei project four blob main client screenshots foodindex png food show page which gives a more in detail look at the nutrition content and allows the user to add to their logbooks this part was particularly challenging setting up the post request to a specific logbook screenshots https github com hamzaamb sei project four blob main client screenshots handleexist png in order to tackle this i had to create an object within the handle for submitting the request for the food to be added to the specific logbook the selectedlogbook id is based on a state for when the user clicks a logbook in the react select based on that information the endpoint changes for the api screenshots https github com hamzaamb sei project four blob main client screenshots foodshow png lastly the logbook page which adds the food based on what the user has input and creates a total to give the user an experience of a diary being kept that calculates their calories reduce method was used to calculate the total of all the foods that have been input by the user screenshots https github com hamzaamb sei project four blob main client screenshots userlogbook png wins challenges bugs wins a huge win was attempting this project solo and completing it as a functioning full stack app as we had only been taught python and django for a couple of days before this project commenced it was comforting to see the progress i had made throughout the course and end up at this point challenges from setting up all the requests in the views for the logbook model in django to filtering objects based on the user shown in screenshots above getting familiar with the syntax after keeping it javascript heavy was particularly challenging going solo was definitely another huge challenge previously in projects you re able to fill knowledge gaps and work on code together which wasn t the case in this project the timeline also works very differently as most of the nth s are hard to meet learning how my process works being responsible for the creation of everything from front end to back end and working through all the bugs and blockers along the way being stuck with the post request for logbooks for users to add food to was by far the biggest challenge our presentations were lined up at 1 30pm and only managed to fix the request by 12 55pm rewarding but equally as painful bugs and blockers due to being stuck on the post request mentioned earlier i was unable to add create a logbook and delete a logbook for the users currently users are only able to add foods to existing logbooks future content improvements style the react select give users the ability to and food and delete logbooks from their profile functionality where individual food can be deleted from individual logbooks users can add their own food and nutrition content improvement on error handling key learnings the learning process was massive on this project for me individually i learnt a lot more during this project and now feel much confident in creating a full stack app and believing in my ability to get through problems by my much improved documentation reading googling skills | server |
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Capstone-project | home automation and security system integrate hci human computer interaction database and software engineering to create a smart home the system will control lighting fire detection and intrusion detection project objective 1 create a project that will make use of a database hci human computer interaction and software engineering project demonstation https drive google com open id 12q m9f zotpcntrbhpwzgl95zehkuvel | server |
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VisionTools | visiontools a set of computer vision tools feel free to add stuff | ai |
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nlp-ranking | nlp ranking nlp ranking site data format bib map txt dat bib map txt 0 conference journal id 1 weight 2 description email map tsv dat email map tsv 0 publication id 1 author count 2 list of authors email addresses delimited by 3 list of institute s domain name count pairs delimited by contact jinho d choi http www mathcs emory edu choi | ai |
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IS216 | is216 welcome to web application development 2 youtube playlist https www youtube com playlist list pltg7vqpkpehk2f5i11ncqclvqybahoiwd copyrignt c singapore management university and k j shim | front_end |
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Front-End-Checklist | h1 align center br img src https raw githubusercontent com thedaviddias front end checklist master data images logo front end checklist jpg alt front end checklist width 130 br br front end checklist br h1 h3 align center currently working on new version of frontendchecklist io br feel free to a href https github com thedaviddias front end checklist discussions 513 discuss a any feature you would like to see thanks for your support h3 h4 align center the front end checklist is an exhaustive list of all elements you need to have to test before launching your website html page to production h4 p align center a href http makeapullrequest com img src https img shields io badge prs welcome brightgreen svg style flat square alt prs welcome a a href https github com thedaviddias front end checklist graphs contributors img src https img shields io github contributors thedaviddias front end checklist svg style flat square alt contributors a a href https github com thedaviddias front end checklist img src https img shields io badge front end checklist followed brightgreen svg style flat square alt front end checklist followed a a href https creativecommons org publicdomain zero 1 0 img src https img shields io badge license cc0 green svg style flat square alt cc0 a p p align center a href how to use how to use a a href contributing contributing a a href https frontendchecklist io website a a href https www producthunt com posts front end checklist product hunt a p p align center span other checklists span br a href https github com thedaviddias front end performance checklist front end performance checklist front end performance checklist a a href https github com thedaviddias front end design checklist front end design checklist front end design checklist a p it is based on front end developers years of experience with the additions coming from some other open source checklists how to use all items in the front end checklist are required for the majority of the projects but some elements can be omitted or are not essential in the case of an administration web app you may not need rss feed for example we choose to use 3 levels of flexibility all items in the front end checklist are necessary for the majority of projects but some elements can be omitted or are not essential for example in an administration web app you may not need an rss feed we have categorized the flexibility into three levels low low img indicates that the item is recommended but can be omitted in certain situations medium medium img indicates that the item is highly recommended but can potentially be omitted in very specific cases however omitting these elements can negatively impact performance or seo high high img indicates that the item cannot be omitted under any circumstances removing these elements may result in page malfunctions or cause accessibility and seo issues testing should prioritize these elements first some resources possess an emoticon to help you understand which type of content help you may find on the checklist documentation or article online tool testing tool media or video content you can contribute to the front end checklist app reading the contributing md file https github com thedaviddias front end checklist blob master contributing md which explains everything about the project head notes you can find a list of everything https github com joshbuchea head that could be found in the head of an html document meta tag doctype high high img the doctype is html5 and is at the top of all your html pages html doctype html html5 determining the character encoding html5 w3c https www w3 org tr html5 syntax html determining the character encoding the next 2 meta tags charset and viewport need to come first in the head charset high high img the charset utf 8 is declared correctly html set character encoding for the document meta charset utf 8 viewport high high img the viewport is declared correctly html viewport for responsive web design meta name viewport content width device width initial scale 1 viewport fit cover title high high img a title is used on all pages seo google calculates the pixel width of the characters used in the title and it cuts off between 472 and 482 pixels the average character limit would be around 55 characters html document title title page title less than 55 characters title title html mdn https developer mozilla org en us docs web html element title serp snippet generator https www sistrix com serp snippet generator description high high img a meta description is provided it is unique and doesn t possess more than 150 characters html meta description meta name description content description of the page less than 150 characters meta description html mdn https developer mozilla org en us docs learn html introduction to html the head metadata in html adding an author and description favicons medium medium img each favicon has been created and displays correctly if you have only a favicon ico put it at the root of your site normally you won t need to use any markup however it s still good practice to link to it using the example below today png format is recommended over ico format dimensions 32x32px html standard favicon link rel icon type image x icon href https example com favicon ico recommended favicon format link rel icon type image png href https example com favicon png favicon generator https www favicon generator org realfavicongenerator https realfavicongenerator net favicon cheat sheet https github com audreyr favicon cheat sheet favicons touch icons tile icons etc which do you need css tricks https css tricks com favicon quiz png favicons caniuse https caniuse com feat link icon png apple web app meta low low img apple meta tags are present html apple touch icon at least 200x200px link rel apple touch icon href custom icon png to run the web application in full screen meta name apple mobile web app capable content yes status bar style see supported meta tags below for available values has no effect unless you have the previous meta tag meta name apple mobile web app status bar style content black configuring web applications https developer apple com library content documentation appleapplications reference safariwebcontent configuringwebapplications configuringwebapplications html supported meta tags https developer apple com library content documentation appleapplications reference safarihtmlref articles metatags html windows tiles low low img windows tiles are present and linked html microsoft tiles meta name msapplication config content browserconfig xml minimum required xml markup for the browserconfig xml file is as follows xml xml version 1 0 encoding utf 8 browserconfig msapplication tile square70x70logo src small png square150x150logo src medium png wide310x150logo src wide png square310x310logo src large png tile msapplication browserconfig browser configuration schema reference https msdn microsoft com en us library dn320426 v vs 85 aspx canonical medium medium img use rel canonical to avoid duplicate content html helps prevent duplicate content issues link rel canonical href http example com 2017 09 a new article to read html use canonical urls search console help google support https support google com webmasters answer 139066 hl en 5 common mistakes with rel canonical google webmaster blog https webmasters googleblog com 2013 04 5 common mistakes with relcanonical html html tags language attribute high high img the lang attribute of your website is specified and related to the language of the current page html html lang en direction attribute medium medium img the direction of lecture is specified on the html tag it can be used on another html tag html html dir rtl dir html mdn https developer mozilla org en us docs web html global attributes dir alternate language low low img the language tag of your website is specified and related to the language of the current page html link rel alternate href https es example com hreflang es x default low low img the language tag of your website for international landing pages html link rel alternate href https example com hreflang x default x default google https webmasters googleblog com 2013 04 x default hreflang for international pages html conditional comments low low img conditional comments are present for ie if needed about conditional comments internet explorer msdn microsoft https msdn microsoft com en us library ms537512 v vs 85 aspx rss feed low low img if your project is a blog or has articles an rss link was provided css critical medium medium img the css critical or above the fold collects all the css used to render the visible portion of the page it is embedded before your principal css call and between style style in a single line minified critical by addy osmani on github https github com addyosmani critical automates this css order high high img all css files are loaded before any javascript files in the head except the case where sometimes js files are loaded asynchronously on top of your page social meta visualize and generate automatically our social meta tags with meta tags https metatags io facebook og and twitter cards are for any website highly recommended the other social media tags can be considered if you target a particular presence on those and want to ensure the display facebook open graph low low img all facebook open graph og are tested and no one is missing or with false information images need to be at least 600 x 315 pixels although 1200 x 630 pixels is recommended notes using og image width and og image height will specify the image dimensions to the crawler so that it can render the image immediately without having to asynchronously download and process it html meta property og type content website meta property og url content https example com page html meta property og title content content title meta property og image content https example com image jpg meta property og description content description here meta property og site name content site name meta property og locale content en us next tags are optional but recommended meta property og image width content 1200 meta property og image height content 630 a guide to sharing for webmasters https developers facebook com docs sharing webmasters best practices sharing https developers facebook com docs sharing best practices test your page with the facebook og testing https developers facebook com tools debug twitter card low low img html meta name twitter card content summary meta name twitter site content site account meta name twitter creator content individual account meta name twitter url content https example com page html meta name twitter title content content title meta name twitter description content content description less than 200 characters meta name twitter image content https example com image jpg getting started with cards twitter developers https developer twitter com en docs tweets optimize with cards guides getting started test your page with the twitter card validator https cards dev twitter com validator back to top table of contents html best practices html5 semantic elements high high img html5 semantic elements are used appropriately header section footer main html reference http htmlreference io error pages high high img error 404 page and 5xx exist remember that the 5xx error pages need to have their css integrated no external call on the current server noopener medium medium img in case you are using external links with target blank your link should have a rel noopener attribute to prevent tab nabbing if you need to support older versions of firefox use rel noopener noreferrer about rel noopener https mathiasbynens github io rel noopener clean up comments low low img unnecessary code needs to be removed before sending the page to production html testing w3c compliant high high img all pages need to be tested with the w3c validator to identify possible issues in the html code w3c validator https validator w3 org html lint high high img i use tools to help me analyze any issues i could have on my html code dirty markup https www 10bestdesign com dirtymarkup webhint https webhint io link checker high high img there are no broken links in my page verify that you don t have any 404 error w3c link checker https validator w3 org checklink adblockers test medium medium img your website shows your content correctly with adblockers enabled you can provide a message encouraging people to disable their adblocker use adblocking in your dev environment https andreicioara com use adblocking in your dev environment 48db500d9b86 back to top table of contents webfonts notes using web fonts may cause flash of unstyled text flash of invisible text consider having fallback fonts and or utilizing web font loaders to control behavior google technical considerations about webfonts https developers google com fonts docs technical considerations webfont format high high img woff woff2 and ttf are supported by all modern browsers woff web open font format caniuse https caniuse com feat woff woff 2 0 web open font format caniuse https caniuse com feat woff2 ttf otf truetype and opentype font support https caniuse com feat ttf using font face css tricks https css tricks com snippets css using font face webfont size high high img webfont sizes don t exceed 2 mb all variants included webfont loader low low img control loading behavior with a webfont loader typekit web font loader https github com typekit webfontloader back to top table of contents css notes take a look at css guidelines https cssguidelin es and sass guidelines https sass guidelin es followed by most front end developers if you have a doubt about css properties you can visit css reference http cssreference io there is also a short code guide http codeguide co for consistency responsive web design high high img the website is using responsive web design css print medium medium img a print stylesheet is provided and is correct on each page preprocessors low low img your project is using a css preprocessor e g sass http sass lang com less http lesscss org stylus http stylus lang com unique id high high img if ids are used they are unique to a page reset css high high img a css reset reset normalize or reboot is used and up to date if you are using a css framework like bootstrap or foundation a normalize is already included into it reset css https meyerweb com eric tools css reset normalize css https necolas github io normalize css reboot https getbootstrap com docs 4 0 content reboot js prefix low low img all classes or id used in javascript files begin with js and are not styled into the css files html div id js slider class my slider or div id id used by cms class js slider my slider embedded or inline css high high img avoid at all cost embedding css in style tags or using inline css only use for valid reasons e g background image for slider critical css vendor prefixes high high img css vendor prefixes are used and are generated accordingly with your browser support compatibility autoprefixer css online https autoprefixer github io performance concatenation high high img css files are concatenated in a single file not for http 2 minification high high img all css files are minified non blocking medium medium img css files need to be non blocking to prevent the dom from taking time to load loadcss by filament group https github com filamentgroup loadcss example of preload css using loadcss https gist github com thedaviddias c24763b82b9991e53928e66a0bafc9bf unused css low low img remove unused css uncss online https uncss online com purifycss https github com purifycss purifycss purgecss https github com fullhuman purgecss chrome devtools coverage https developer chrome com docs devtools coverage css testing stylelint high high img all css or scss files are without any errors stylelint a css linter https stylelint io sass guidelines https sass guidelin es responsive web design high high img all pages were tested at the following breakpoints 320px 768px 1024px can be more different according to your analytics responsive checker am i responsive http ami responsivedesign is mobile friendly test https search google com test mobile friendly responsive website design tester https responsivedesignchecker com responsinator https www responsinator com xrespond https xrespond com css validator medium medium img the css was tested and pertinent errors were corrected css validator https jigsaw w3 org css validator desktop browsers high high img all pages were tested on all current desktop browsers safari firefox chrome internet explorer edge mobile browsers high high img all pages were tested on all current mobile browsers native browser chrome safari os high high img all pages were tested on all current os windows android ios mac design fidelity low low img depending on the project and the quality of the creatives you may be asked to be close to the design you can use some tools to compare creatives with your code implementation and ensure consistency pixel perfect chrome extension https chrome google com webstore detail perfectpixel by welldonec dkaagdgjmgdmbnecmcefdhjekcoceebi hl en reading direction high high img all pages need to be tested for ltr and rtl languages if they need to be supported building rtl aware web apps websites part 1 mozilla hacks https hacks mozilla org 2015 09 building rtl aware web apps and websites part 1 building rtl aware web apps websites part 2 mozilla hacks https hacks mozilla org 2015 10 building rtl aware web apps websites part 2 back to top table of contents images notes for a complete understanding of image optimization check the free ebook essential image optimization https images guide from addy osmani best practices optimization high high img all images are optimized to be rendered in the browser webp format could be used for critical pages like homepage imagemin https github com imagemin imagemin use imageoptim https imageoptim com to optimise your images for free use keycdn image processing https www keycdn com support image processing for image optimization in real time use kraken io https kraken io web interface awesome alternative for both png and jpg optimization up to 1mb per files on free plan tinypng https tinypng com optimises png apng animated png and jpg images with very small loss in quality free and paid version available zorrosvg http quasimondo com zorrosvg jpg like compression for transparent images using svg masking svgo https github com svg svgo a nodejs based tool for optimizing svg vector graphics files svgomg https jakearchibald github io svgomg a web based gui version of svgo for optimising your svgs online picture srcset medium medium img you use picture srcset to provide the most appropriate image for the current viewport of the user how to build responsive images with srcset https www sitepoint com how to build responsive images with srcset retina low low img you provide layout images 2x or 3x support retina display sprite medium medium img small images are in a sprite file in the case of icons they can be in an svg sprite image width and height high high img set width and height attributes on img if the final rendered image size is known can be omitted for css sizing alternative text high high img all img have an alternative text which describes the image visually alt texts the ultimate guide https axesslab com alt texts lazy loading medium medium img images are lazyloaded a noscript fallback is always provided native lazy loading polyfill https github com mfranzke loading attribute polyfill back to top table of contents javascript best practices javascript inline high high img you don t have any javascript code inline mixed with your html code concatenation high high img javascript files are concatenated minification high high img javascript files are minified you can add the min suffix minify resources html css and javascript https developers google com speed docs insights minifyresources javascript security high high img guidelines for developing secure applications utilizing javascript https www owasp org index php dom based xss prevention cheat sheet guidelines for developing secure applications utilizing javascript noscript tag medium medium img use noscript tag in the html body if a script type on the page is unsupported or if scripting is currently turned off in the browser this will be helpful in client side rendering heavy apps such as react js see examples https webdesign tutsplus com tutorials quick tip dont forget the noscript element cms 25498 html noscript you need to enable javascript to run this app noscript non blocking medium medium img javascript files are loaded asynchronously using async or deferred using defer attribute remove render blocking javascript https developers google com speed docs insights blockingjs optimized and updated js libraries medium medium img all javascript libraries used in your project are necessary prefer vanilla javascript for simple functionalities updated to their latest version and don t overwhelm your javascript with unnecessary methods you may not need jquery http youmightnotneedjquery com vanilla javascript for building powerful web applications https plainjs com modernizr low low img if you need to target some specific features you can use a custom modernizr to add classes in your html tag customize your modernizr https modernizr com download setclasses javascript testing eslint high high img no errors are flagged by eslint based on your configuration or standards rules eslint the pluggable linting utility for javascript and jsx https eslint org back to top table of contents security scan and check your web site securityheaders io https securityheaders io observatory by mozilla https observatory mozilla org best practices https high high img https is used on every page and for all external content plugins images let s encrypt free ssl tls certificates https letsencrypt org free ssl server test https www ssllabs com ssltest index html strict transport security http caniuse com feat stricttransportsecurity http strict transport security hsts medium medium img the http header is set to strict transport security check hsts preload status and eligibility https hstspreload org http strict transport security cheat sheet owasp https cheatsheetseries owasp org cheatsheets http strict transport security cheat sheet html transport layer protection cheat sheet owasp https cheatsheetseries owasp org cheatsheets transport layer protection cheat sheet html cross site request forgery csrf high high img you ensure that requests made to your server side are legitimate and originate from your website app to prevent csrf attacks cross site request forgery csrf prevention cheat sheet owasp https cheatsheetseries owasp org cheatsheets cross site request forgery prevention cheat sheet html cross site scripting xss high high img your page or website is free from xss possible issues xss cross site scripting prevention cheat sheet owasp https cheatsheetseries owasp org cheatsheets cross site scripting prevention cheat sheet html dom based xss prevention cheat sheet owasp https cheatsheetseries owasp org cheatsheets dom based xss prevention cheat sheet html content type options medium medium img prevents google chrome and internet explorer from trying to mime sniff the content type of a response away from the one being declared by the server x content type options scott helme https scotthelme co uk hardening your http response headers x content type options x frame options xfo medium medium img protects your visitors against clickjacking attacks x frame options scott helme https scotthelme co uk hardening your http response headers x frame options rfc7034 http header field x frame options https tools ietf org html rfc7034 content security policy medium medium img defines how content is loaded on your site and from where it is permitted to be loaded can also be used to protect against clickjacking attacks content security policy an introduction scott helme https scotthelme co uk content security policy an introduction csp cheat sheet scott helme https scotthelme co uk csp cheat sheet csp cheat sheet owasp https cheatsheetseries owasp org cheatsheets content security policy cheat sheet html content security policy reference https content security policy com back to top table of contents performance best practices goals to achieve medium medium img your pages should reach these goals first meaningful paint under 1 second time to interactive under 5 seconds for the average configuration a 200 android on a slow 3g network with 400ms rtt and 400kbps transfer speed and under 2 seconds for repeat visits critical file size under 170kb gzipped website page analysis https tools pingdom com webpagetest https www webpagetest org size limit make the web lighter https evilmartians com chronicles size limit make the web lighter minified html medium medium img your html is minified lazy loading medium medium img images scripts and css need to be lazy loaded to improve the response time of the current page see details in their respective sections cookie size medium medium img if you are using cookies be sure each cookie doesn t exceed 4096 bytes and your domain name doesn t have more than 20 cookies cookie specification rfc 6265 https tools ietf org html rfc6265 cookies https developer mozilla org en us docs web http cookies browser cookie limits http browsercookielimits squawky net third party components medium medium img third party iframes or components relying on external js like sharing buttons are replaced by static components when possible thus limiting calls to external apis and keeping your user s activity private simple sharing buttons generator https simplesharingbuttons com preparing upcoming requests explanation of the following techniques https css tricks com prefetching preloading prebrowsing dns resolution low low img dns of third party services that may be needed are resolved in advance during idle time using dns prefetch html link rel dns prefetch href https example com preconnection low low img dns lookup tcp handshake and tls negotiation with services that will be needed soon is done in advance during idle time using preconnect html link rel preconnect href https example com prefetching low low img resources that will be needed soon e g lazy loaded images are requested in advance during idle time using prefetch html link rel prefetch href image png preloading low low img resources needed in the current page e g scripts placed at the end of body in advance using preload html link rel preload href app js difference between prefetch and preload https medium com reloading preload prefetch and priorities in chrome 776165961bbf performance testing google pagespeed high high img all your pages were tested not only the homepage and have a score of at least 90 100 google pagespeed https developers google com speed pagespeed insights test your mobile speed with google https testmysite withgoogle com webpagetest website performance and optimization test https www webpagetest org gtmetrix website speed and performance optimization https gtmetrix com speedrank improve the performance of your website https speedrank app back to top table of contents accessibility notes you can watch the playlist a11ycasts with rob dodson https www youtube com playlist list plnykxof6rcicwx0c9lvwwvqvhlyjyqw7g best practices progressive enhancement medium medium img major functionality like main navigation and search should work without javascript enabled enable disable javascript in chrome developer tools https www youtube com watch v kbmvq2ce0d8 color contrast medium medium img color contrast should at least pass wcag aa aaa for mobile contrast ratio https leaverou github io contrast ratio headings h1 high high img all pages have an h1 which is not the title of the website headings high high img headings should be used properly and in the right order h1 to h6 why headings and landmarks are so important a11ycasts 18 https www youtube com watch v vaazdi1xuuy index 9 list plnykxof6rcicwx0c9lvwwvqvhlyjyqw7g semantics specific html5 input types are used medium medium img this is especially important for mobile devices that show customized keypads and widgets for different types mobile input types http mobileinputtypes com form label high high img a label is associated with each input form element in case a label can t be displayed use aria label instead using the aria label attribute mdn https developer mozilla org en us docs web accessibility aria attributes aria label accessibility testing accessibility standards testing high high img use the wave tool to test if your page respects the accessibility standards wave testing http wave webaim org keyboard navigation high high img test your website using only your keyboard in a previsible order all interactive elements are reachable and usable screen reader medium medium img all pages were tested in a screen reader voiceover chromevox nvda or lynx focus style high high img if the focus is disabled it is replaced by visible state in css managing focus a11ycasts 22 https www youtube com watch v srlrsqg6jgg index 5 list plnykxof6rcicwx0c9lvwwvqvhlyjyqw7g back to top table of contents seo google analytics low low img google analytics is installed and correctly configured google analytics https analytics google com analytics web ga checker and others http www gachecker com search console low low img search console is installed and correctly configured it is a free service offered by google that helps you monitor maintain and troubleshoot your site s presence in google search results search console https search google com search console about headings logic medium medium img heading text helps to understand the content in the current page tota11y tab headings http khan github io tota11y try it sitemap xml high high img a sitemap xml exists and was submitted to google search console previously google webmaster tools sitemap generator https websiteseochecker com html sitemap generator robots txt high high img the robots txt is not blocking webpages the robots txt file https varvy com robottxt html test your robots txt with google robots testing tool https www google com webmasters tools robots testing tool structured data high high img pages using structured data are tested and are without errors structured data helps crawlers understand the content in the current page introduction to structured data search google developers https developers google com search docs guides intro structured data json ld https json ld org microdata https www w3 org tr microdata test your page with the rich results test https search google com test rich results complete list of vocabularies that can be used as structured data schema org full hierarchy http schema org docs full html sitemap html medium medium img an html sitemap is provided and is accessible via a link in the footer of your website sitemap guidelines google support https support google com webmasters answer 183668 hl en back to top table of contents translations the front end checklist is also available in other languages thanks for all translators and their awesome work japanese miya0001 front end checklist https github com miya0001 front end checklist spanish eoasakura front end checklist es https github com eoasakura front end checklist es chinese johnsenzhou front end checklist https github com johnsenzhou front end checklist korean kesuskim front end checklist https github com kesuskim front end checklist portuguese jcezarms front end checklist https github com jcezarms front end checklist vietnamese euclid1990 front end checklist https github com euclid1990 front end checklist traditional chinese enginelin front end checklist https github com enginelin front end checklist french ynizon front end checklist https github com ynizon front end checklist russian ungear front end checklist https github com ungear front end checklist turkish eraycetinay front end checklist https github com eraycetinay front end checklist german xfuture603 front end checklist https github com xfuture603 front end checklist polish mbiesiad front end checklist https github com mbiesiad front end checklist indonesian nniinnoo front end checklist https github com nniinnoo front end checklist front end checklist badge if you want to show you are following the rules of the front end checklist put this badge on your readme file front end checklist followed https img shields io badge front end checklist followed brightgreen svg https github com thedaviddias front end checklist md front end checklist followed https img shields io badge front end checklist followed brightgreen svg https github com thedaviddias front end checklist back to top table of contents contributing open an issue or a pull request to suggest changes or additions guide the front end checklist repository consists of two branches 1 master this branch consists of the readme md file that is automatically reflected on the front end checklist https frontendchecklist io website 2 develop this branch will be used to make some significant changes to the structure content if needed it is preferable to use the master branch to fix small errors or add a new item support if you have any question or suggestion don t hesitate to use gitter or twitter chat on gitter https gitter im front end checklist lobby utm source share link utm medium link utm campaign share link facebook https www facebook com frontendchecklist twitter https twitter com thedaviddias author david dias https github com thedaviddias contributors this project exists thanks to all the people who contribute contribute github contributing md a href https github com thedaviddias front end checklist graphs 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MEAN-Web-Development | mean web development second edition this is the code repository for mean web development second edition https www packtpub com web development mean web development second edition utm source github utm campaign 9781785886300 utm medium repository by packt it contains all the supporting project files necessary to work through the book from start to finish about the book the mean stack is a collection of the most popular modern tools for web development it comprises mongodb express angularjs and node js instructions and navigation all of the code is organized into folders each folder starts with number followed by the application name for example chapter02 you will see code something similar to the following define a module variable const message hello print message to the console exports sayhello function console log message related mean products mean web development https www packtpub com web development mean web development utm source github utm campaign 9781783983285 utm medium repository web application development with mean https www packtpub com application development web application development mean utm source github utm campaign 9781787121720 utm medium repository building an e commerce application with mean https www packtpub com web development building e commerce application mean utm source github utm campaign 9781785286551 utm medium repository note chapter 1 and 4 does not contain any code suggestions and feedback click here https docs google com forms d e 1faipqlse5qwunkgf6puvzpirpdtuy1du5rlzew23ubp2s p3wb gcwq viewform if you have any feedback or suggestions | front_end |
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Bunhead-sweets | bunhead sweets web and mobile applications development course project 1 en mysql workbench correr el archivo database sql 2 en mysql workbench correr el archivo mock data sql 3 en mongosh crear la base de datos bunhead sweets db 4 en el directorio server usar el comando npm install 5 en el directorio server usar el comando npm run devstart 6 revisar la aplicacion en http localhost 3001 http localhost 3001 7 revisar las instrucciones en el archivo charts and reports js 8 en el directorio client usar el comando npm install 9 en el directorio client usar el comando npm start | front_end |
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ztec | ztec information communication and technology expert | server |
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PVSystems | pvsystems a modelica library for photovoltaic system and power converter design overview pvsystems is a modelica https modelica org library providing models useful for the design and evaluation of photovoltaic systems and power converters as well as their associated control algorithms for more information check out the online documentation https raulrpearson github io pvsystems img src https raw githubusercontent com raulrpearson pvsystems master pvsystems resources images screenshot diagram svg width 45 img src https raw githubusercontent com raulrpearson pvsystems master pvsystems resources images screenshot plot svg width 45 the library is the result of a research project carried out in the form of a master s degree thesis pvsystems thesis pdf there are two intended audiences for the library users the library is intended to be rich enough in component and subsystem models that it proves useful for those interested in designing and evaluating photovoltaic systems power converters and their associated control algorithms check out the usage section download and usage to learn more developers the library is also intended to explore and showcase best practices for the development of modelica libraries many of these best practices are inspired or taken from other modelica libraries on github https github com raulrpearson language modelica tab stars and from the excellent modelica by example http book xogeny com the library provides models in the following categories control based on the interfaces provided in modelica blocks https github com modelica modelica blob release modelica 203 2 2 blocks interfaces mo common blocks used in the control of power converters including park and clarke transforms space vector modulation and grid synchronization blocks electrical based on the interfaces provided in modelica electrical analog https github com modelica modelica blob release modelica 203 2 2 electrical analog interfaces mo common electrical models including pv arrays energy storage devices power converters transformers loads and other grid elements the library features both switched and averaged models of power converters examples a comprehensive set of examples will be provided to showcase the capabilities and explain the use of the library download and usage you can grab a copy of the library by clonning the repository or downloading a zip of the latest commit https github com raulrpearson pvsystems archive master zip if you want to stay up to date with development you can watch the project https github com raulrpearson pvsystems subscription if you have a github account or you can subscribe to the commits feed https github com raulrpearson pvsystems commits master atom the library can be used inside tools like dymola http www 3ds com products services catia products dymola or openmodelica https openmodelica org to create models of pv systems these same tools can be used in conjuntion with other tools supporting the fmi standard https fmi standard org for model exchange and co simulation for example a pv system model developed in openmodelica using this library could then be used to validate a control algorithm developed in matlab simulink or labview contributing if you have any questions comments suggestions ideas or feature requests please do share those as well as any mistakes or bugs you might discover you can open an issue in the issues https github com raulrpearson pvsystems issues section of the repository or if you prefer contact me by email mailto raulrpearson proton me contributions in the form of pull requests https github com raulrpearson pvsystems pulls are always welcome license pvsystems is licensed under the mit license see license md license md for the full license text | modelica-library photovoltaic power-converters modeling simulation | os |
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PaddleOCR | english readme en md doc doc i18n readme md doc doc i18n readme md doc doc i18n readme md p doc doc i18n readme md p align center img src doc paddleocr log png align middle width 600 p align center p align left a href license img src https img shields io badge license apache 202 dfd svg a a href https github com paddlepaddle paddleocr releases img src https img shields io github v release paddlepaddle paddleocr color ffa a a href img src https img shields io badge python 3 7 aff svg a a href img src https img shields io badge os linux 2c 20win 2c 20mac pink svg a a href img src https img shields io pypi format paddleocr color c77 a a href https pypi org project paddleocr img src https img shields io pypi dm paddleocr color 9cf a a href https github com paddlepaddle paddleocr stargazers img src https img shields io github stars paddlepaddle paddleocr color ccf a p paddleocr ocr div align center img src doc imgs results ch ppocr mobile v2 0 test add 91 jpg width 800 div div align center img src doc imgs results ch ppocr mobile v2 0 00006737 jpg width 800 div 2023 8 7 paddleocr release 2 7 https github com paddlepaddle paddleocr tree release 2 7 pp ocrv4 doc doc ch pp ocrv4 introduction md mobile server pp ocrv4 mobile pp ocrv3 4 5 10 80 8 pp ocrv4 server ocr 4 9 2 doc doc ch quickstart md ai paddlex ocr https aistudio baidu com aistudio modelsdetail modelid 286 pp chatocr https aistudio baidu com aistudio modelsdetail modelid 332 pp ocr 2022 11 4 doc doc ch algorithm overview md drrg doc doc ch algorithm det drrg md rfl doc doc ch algorithm rec rfl md text telescope doc doc ch algorithm sr telescope md can doc doc ch algorithm rec can md 2022 10 js pp ocrv3 deploy paddlejs readme ch md 4 3m 8 web demo paddleocr pp structurev2 20g ocr pdf word 10 ocr 2022 8 24 paddleocr release 2 6 https github com paddlepaddle paddleocr tree release 2 6 pp structurev2 ppstructure readme ch md ppstructure recovery readme ch md pdf word ppstructure layout readme ch md 95 11 cpu 41ms ppstructure table readme ch md 3 6 ppstructure kie readme ch md 2 8 9 1 2022 8 ocr applications svtr 9 ocr doc doc ch update md ocr pp ocr doc doc ch ppocr introduction md pp structure ppstructure readme ch md pp chatocr https aistudio baidu com aistudio projectdetail 6488689 div align center img src https raw githubusercontent com tink2123 test master ppocrv4 png div pp ocrv4 https aistudio baidu com application detail 7658 pp chatocr https aistudio baidu com application detail 7709 doc doc ch quickstart md ai paddlex pp ocrv4 https aistudio baidu com projectdetail paddlex 6796224 pp chatocr https aistudio baidu com projectdetail paddlex 6796372 demo demo https ai baidu com easyedge app opensource from paddlelite easyedge paddle lite ios android a name a ai paddlex 10 36 paddlex benchmark ai sdk paddlex ai studio windows linux ai paddlex paddlex paddlex https www paddlepaddle org cn paddle paddlex paddlex div align center img src https raw githubusercontent com paddlepaddle paddleocr dygraph doc joinus paddlex jpg width 150 height 150 caption p ai paddlex p div a name a ocr ocr doc doc ch ocr book md a name a paddleocr paddleocr paddleocr release2 7 https github com paddlepaddle community blob master contributors certificate inspection md https paddle wjx cn vm wfnr6w7 aspx paddleocr https github com paddlepaddle paddleocr issues 10223 ocr ocr ocr contributor https github com paddlepaddle paddleocr issues 10334 feature feature pp sig https github com paddlepaddle community tree master ppsigs pp sig paddleocr ai ocr paddlex ai paddlex ai a name a pp ocr pp ocrv4 15 8m ch pp ocrv4 xx https paddleocr bj bcebos com pp ocrv4 chinese ch pp ocrv4 det infer tar https paddleocr bj bcebos com pp ocrv4 chinese ch pp ocrv4 det train tar https paddleocr bj bcebos com dygraph v2 0 ch ch ppocr mobile v2 0 cls infer tar https paddleocr bj bcebos com dygraph v2 0 ch ch ppocr mobile v2 0 cls train tar https paddleocr bj bcebos com pp ocrv4 chinese ch pp ocrv4 rec infer tar https paddleocr bj bcebos com pp ocrv4 chinese ch pp ocrv4 rec train tar pp ocrv3 16 2m ch pp ocrv3 xx https paddleocr bj bcebos com pp ocrv3 chinese ch pp ocrv3 det infer tar https paddleocr bj bcebos com pp ocrv3 chinese ch pp ocrv3 det distill train tar https paddleocr bj bcebos com dygraph v2 0 ch ch ppocr mobile v2 0 cls infer tar https paddleocr bj bcebos com dygraph v2 0 ch ch ppocr mobile v2 0 cls train tar https paddleocr bj bcebos com pp ocrv3 chinese ch pp ocrv3 rec infer tar https paddleocr bj bcebos com pp ocrv3 chinese ch pp ocrv3 rec train tar pp ocrv3 13 4m en pp ocrv3 xx https paddleocr bj bcebos com pp ocrv3 english en pp ocrv3 det infer tar https paddleocr bj bcebos com pp ocrv3 english en pp ocrv3 det distill train tar https paddleocr bj bcebos com dygraph v2 0 ch ch ppocr mobile v2 0 cls infer tar https paddleocr bj bcebos com dygraph v2 0 ch ch ppocr mobile v2 0 cls train tar https paddleocr bj bcebos com pp ocrv3 english en pp ocrv3 rec infer tar https paddleocr bj bcebos com pp ocrv3 english en pp ocrv3 rec train tar ocr pp ocr doc doc ch models list md pp structure ppstructure docs models list md paddleocr applications md applications readme md applications md applications readme md applications md applications readme md ocr svtr applications a name a doc doc ch environment md pp ocr doc doc ch ppocr introduction md doc doc ch quickstart md doc doc ch models list md doc doc ch training md doc doc ch detection md doc doc ch recognition md doc doc ch angle class md deploy slim quantization readme md deploy slim prune readme md doc doc ch knowledge distillation md deploy readme ch md python doc doc ch inference ppocr md c deploy cpp infer readme ch md deploy pdserving readme cn md deploy lite readme md paddle2onnx deploy paddle2onnx readme md deploy paddlecloud readme md benchmark doc doc ch benchmark md pp structure ppstructure readme ch md ppstructure docs quickstart md ppstructure docs models list md doc doc ch training md ppstructure layout readme ch md ppstructure table readme ch md ppstructure kie readme ch md deploy readme ch md python ppstructure docs inference md c deploy cpp infer readme ch md deploy hubserving readme md doc doc ch algorithm overview md doc doc ch algorithm overview md doc doc ch algorithm overview md ocr doc doc ch algorithm overview md doc doc ch algorithm overview md doc doc ch algorithm overview md paddleocr doc doc ch add new algorithm md applications ppocrlabel ppocrlabel readme ch md style text styletext readme ch md doc doc ch data annotation md doc doc ch data synthesis md ocr doc doc ch dataset datasets md ocr doc doc ch dataset handwritten datasets md ocr doc doc ch dataset vertical and multilingual datasets md doc doc ch dataset layout datasets md doc doc ch dataset table datasets md doc doc ch dataset kie datasets md doc doc ch tree md ocr doc doc ch ocr book md faq doc doc ch faq md paddleocr doc doc ch faq md doc doc ch reference md a name a more doc doc ch visualization md details open summary pp ocrv3 summary div align center img src doc imgs results pp ocrv3 ch pp ocrv3 pic001 jpg width 800 img src doc imgs results pp ocrv3 ch pp ocrv3 pic002 jpg width 800 img src doc imgs results pp ocrv3 ch pp ocrv3 pic003 jpg width 800 div details details open summary pp ocrv3 summary div align center img src doc imgs results pp ocrv3 en en 1 png width 800 img src doc imgs results pp ocrv3 en en 2 png width 800 div details details open summary pp ocrv3 summary div align center img src doc imgs results pp ocrv3 multi lang japan 2 jpg width 800 img src doc imgs results pp ocrv3 multi lang korean 1 jpg width 800 div details details open summary pp structure summary div align center img src ppstructure docs table ppstructure gif width 800 div ser div align center img src https user images githubusercontent com 14270174 185310636 6ce02f7c 790d 479f b163 ea97a5a04808 jpg width 600 div div align center img src https user images githubusercontent com 14270174 185539517 ccf2372a f026 4a7c ad28 c741c770f60a png width 600 div div align center img src https user images githubusercontent com 14270174 197464552 69de557f edff 4c7f acbf 069df1ba097f png width 600 div re div align center img src https user images githubusercontent com 14270174 185393805 c67ff571 cf7e 4217 a4b0 8b396c4f22bb jpg width 600 div div align center img src https user images githubusercontent com 14270174 185540080 0431e006 9235 4b6d b63d 0b3c6e1de48f jpg width 600 div div align center img src https user images githubusercontent com 25809855 186094813 3a8e16cc 42e5 4982 b9f4 0134dfb5688d png width 600 div details a name a a href https github com paddlepaddle paddleocr blob master license apache 2 0 license a | ocr crnn ocrlite db chineseocr | server |
iota | comment start badges build status https travis ci org frees io iota svg branch master https travis ci org frees io iota maven central https img shields io badge maven 20central 0 3 10 green svg https oss sonatype org nexus search gav io frees iota license https img shields io badge license apache 202 blue svg https raw githubusercontent com frees io iota master license latest version https img shields io badge iota 0 3 10 green svg https index scala lang org frees io iota scala js http scala js org assets badges scalajs 0 6 22 svg http scala js org github issues https img shields io github issues frees io iota svg https github com frees io iota issues comment end badges iota introduction iota is a tiny library for fast coproduct types with a syntax that cleanly supports the disjunction of any number of types traditional coproduct implementations are implemented as binary trees or linked lists at both the type and value level the syntax for traditional coproducts frequently becomes unwieldy as the number of disjunct types grows scala a coproduct of types using scala util either type eitherfoo either int either string double a coproduct of type constructors using cats data eitherk import cats data eitherk type eitherkbar0 a eitherk list seq a type eitherkbar a eitherk option eitherkbar0 a a coproduct of type constructors using scalaz coproduct import scalaz coproduct type coproductkbar0 a coproduct list seq a type coproductkbar a coproduct option coproductkbar0 a iota coproducts are linked lists at the type level at the value level iota stores the index of the disjunct value s type for quick and constant time access of the values this syntax scales cleanly to support any number of disjunct types scala for cats import iota import tlist import tlistk a coproduct of types type foo cop int string double tnil a coproduct of type constructors type bar a copk option list seq tnilk a scala for scalaz import iotaz import tlist import tlistk a coproduct of types type foo cop int string double tnil a coproduct of type constructors type bar a copk option list seq tnilk a installation to get started with sbt simply add the following to your build sbt file for scala 2 11 x and 2 12 x comment start replace scala librarydependencies io frees iota core 0 3 10 for cats librarydependencies io frees iotaz core 0 3 10 for scalaz or if using scala js 0 6 x scala librarydependencies io frees iota core 0 3 10 for cats librarydependencies io frees iotaz core 0 3 10 for scalaz comment end replace cats vs scalaz iota requires either cats or scalaz if you re using scalaz use the iotaz modules and import from the iotaz package instead of iota cats friendly terminology such as functionk is used in the iota modules while scalaz friendly terminology such as naturaltransformation is used in the iotaz modules if you find an issue or inconsistency please file a github issue and it will be fixed the cats examples will work against scalaz and vise versa so long as the library specific terminology is adjusted expect more scalaz examples as the iota library evolves documentation see docs cats md docs cats md for the cats specific documentation and docs scalaz md docs scalaz md for the scalaz specific documentation iota in the wild if you wish to add your library here please consider a pr to include it in the list below commercial support 47 degrees offers commercial support for the iota library and associated technologies to find out more visit 47 degrees open source support https www 47deg com services open source support comment start copyright copyright iota is designed and developed by 47 degrees copyright c 2016 2018 47 degrees http 47deg com comment end copyright free example modules tests src test scala iotatests freecopktests scala | functional-programming coproduct iota scala algebra performance-tuning | server |
cvpods | div align center img src github cvpods logo png width 400 div align left cvpods compliant https img shields io badge cvpods master brightgreen https github com megvii basedetection cvpods ci https github com megvii basedetection cvpods workflows build badge svg branch master welcome to cvpods a versatile and efficient codebase for many computer vision tasks classification segmentation detection self supervised learning keypoints and 3d classification segmentation detection representation learing etc the aim of cvpods is to achieve efficient experiments management and smooth tasks switching div align center img src github cvpods tasks png div align left each sub image denotes a task all images are from search engine table of contents changelog changelog install install usage usage get started get start step by step tutorial tutorials model zoo model zoo contributing contributing license license citation citation acknowledgement acknowledgement changelog dec 03 2020 cvpods v0 1 released install requirements linux with python 3 6 pytorch 1 3 and torchvision that matches the pytorch installation you can install them together at pytorch org to make sure of this opencv is optional and needed by demo and visualization build cvpods from source make sure gpu is available on your local machine shell install cvpods with gpu directly pip install git https github com megvii basedetection cvpods git user or to install it with gpu from a local clone git clone https github com megvii basedetection cvpods git pip install e cvpods user or to build it without gpu from a local clone force cuda 1 pip install e cvpods user usage here we demonstrate the basic usage of cvpods inference train for more features of cvpods please refer to our documentation or provided tutorials get start here we use coco object detection task as an example preprare data path ln s path to your coco dataset datasets coco enter a specific experiment dir cd playground retinanet retinanet res50 fpn coco multiscale 1x train pods train num gpus 8 test pods test num gpus 8 model weights path to your save dir ckpt pth optional output dir path to your save dir optional multi node training sudo apt install net tools ifconfig pods train num gpus 8 num machines n machine rank 0 1 n 1 dist url tcp master ip port tutorials we provide a detailed tutorial which covers introduction usage and extend guides in cvpods tutorials https github com megvii basedetection cvpods blob master docs tutorials cvpods 20tutorials ipynb for all api usages please refer to our documentation https cvpods readthedocs io model zoo for all the models supported by cvpods please refer to model zoo https github com megvii basedetection cvpods blob master playground readme md we provide 50 methods across 15 dataset and 10 computer vision tasks cvpods has also supported many research projects of megvii research projects based on cvpods list is sorted by names autoassign https github com megvii basedetection autoassign borderdet https github com megvii basedetection borderdet defcn https github com megvii basedetection defcn disalign https github com megvii basedetection disalign dynamichead https github com stevengrove dynamichead dynamicrouting https github com megvii basedetection dynamicrouting learnabletreefilterv2 https github com stevengrove learnabletreefilterv2 lla https github com megvii basedetection lla ota https github com megvii basedetection ota selfsup https github com poodarchu selfsup yolof https github com megvii model yolof contributing any kind of contributions new models bug report typo docs are welcomed please refer to contributing contributing md for more details license apache v2 license base detection acknowledgement and special thanks cvpods adopts many components e g network layers of detectron2 while cvpods has many advantanges in task support speed usability etc for more details about official detectron2 please check detectron2 https github com facebookresearch detectron2 blob master readme md citing cvpods if you are using cvpods in your research or wish to refer to the baseline results published in this repo please use the following bibtex entry bibtex misc zhu2020cvpods title cvpods all in one toolbox for computer vision research author zhu benjin and wang feng and wang jianfeng and yang siwei and chen jianhu and li zeming year 2020 | pytorch detection 3d classification keypoints self-supervised-learning segmentation research cvpods computer-vision | ai |
EasyIoT-Cloud | easyiot cloud easyiot cloud source code examples and libraries more at http iot playground com | server |
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open-explorer | open source bitshares explorer http open explorer io install clone repo git clone https github com bitshares open explorer cd open explorer start development server explorer will listen in http localhost 9000 npm start build bundle and move to www npm run start build cp rf dist var www open explorer io public html | blockchain |
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Web-Development-Short-Course | careerfoundry web development short course license mit https img shields io badge license mit yellow svg https opensource org licenses mit this is the supporting repository to careerfoundry s short course on web development take the free short course https careerfoundry com en short courses become a web developer try this code the only prerequisite for running this code is a web browser clone this repository or download the zip and extract it to a convenient location open the index html file in your browser of choice license mit contributions corrections and code fixes are more than welcome it will be appreciated if you stick to the code style found in the repository please raise an issue before you start working on your change made with in berlin | tutorial javascript web-development | front_end |
ShonanAveraging | shonan rotation averaging shonan rotation averaging takes pairwise rotation measurements and returns a set of absolute rotation matrices that are a global minimizer of the measurement error measured by the frobenius norm for more explanation check out the corresponding project website https dellaert github io shonanaveraging index html the code is now part of gtsam 4 1 although we are planning a port to ceres as well the easiest way to get started is using the python wrapper interface in gtsam instructions below gtsam in colab notebook the super easy way to get run the code is via this colab notebook https github com dellaert shonanaveraging blob master gtsam shonanaveraging ipynb gtsam https gtsam org we have currently tested on linux and macos to get started on a linux machine python 3 6 9 is currently supported bash conda create name py369 python 3 6 9 conda activate py369 on macos we are tracking the homebrew version which is 3 8 bash conda create name py38 python 3 8 conda activate py38 from that point on everything should be the same first install matplotlib and gtsam bash conda install matplotlib pip install gtsam clone this repo cd to the gtsam subfolder and run the test bash cd gtsam python test shonanaveraging py you can then run the cli using bash python shonanaveragingcli py i pose3example grid txt the files follow the g2o coding convention and should store se 3 constraints rather than just so 3 you can just store zero translations if you do not have them the constraints are most conveniently given using edge se3 quat lines edge se3 quat i j x y z qx qy qz qw 21 entries of 6 6 upper triangular covariance matrix optionally you can give an initial estimate using vertex lines but this is currently ignored vertex se3 quat i x y z qx qy qz qw here is a snippet from the example file pose3example grid txt edge se3 quat 0 1 1 00497 0 002077 0 015539 0 508004 0 250433 0 711222 0 416386 2500 0 0 0 0 0 2500 0 0 0 0 2500 0 0 0 400 0 0 400 0 400 edge se3 quat 1 2 0 200593 0 339956 0 908079 0 093598 0 151993 0 42829 0 885836 2500 0 0 0 0 0 2500 0 0 0 0 2500 0 0 0 400 0 0 400 0 400 vertex se3 quat 0 1 63791e 12 7 56548e 14 3 02811e 12 5 35657e 13 2 43616e 13 9 71152e 14 1 vertex se3 quat 1 1 01609 0 00274307 0 0351514 0 499545 0 247735 0 723569 0 406854 vertex se3 quat 2 1 99996 0 0304956 0 040662 0 403501 0 294714 0 4254 0 754563 ceres http ceres solver org install ceres as explained at ceres install page http ceres solver org installation html on macos i do brew install ceres solver head | ai |
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iiitv.github.com | iiitv blog view online at iiitv github io http iiitv github io see the inauguration post http iiitv github io blog welcome to the blog html the design is drawn from ansarimofid s work https github com ansarimofid blog iiitv development instructions 1 clone the repository open terminal and type the following git clone https github com iiitv iiitv github com git 2 go to the local repository on your system assuming your repository is on the desktop open terminal if your terminal is at home do the following cd desktop iiitv github com but if you are already at desktop just type cd iiitv github com 3 install jekyll to your system you could do this in two ways 1 follow the steps given by jekyll https jekyllrb com docs installation 2 follow the instructions below to install jekyll on your system you need the following gnu linux unix or macos ruby version 2 1 or above including all development headers rubygems gcc and make in case your system doesn t have them installed which you can check by running gcc v and make v in your system s command line interface i how to install ruby follow the steps given by ruby https www ruby lang org en documentation installation or if you are using apt debian or ubuntu debian gnu linux and ubuntu use the apt package manager you can use it like this sudo apt get install ruby full ii how to install rubygems follow the steps given by rubygems https rubygems org pages download or do the following gem install rubygems update update rubygems iii how to install jekyll do the following gem install jekyll iv you also need to install redcarpet to install redcarpet do the following sudo gem install redcarpet 4 running the project assuming your terminal is at your repository if not follow step 2 to run the project do the following jekyll serve this command will run the project on default localhost 4000 open any browser and go to the address localhost 4000 | server |
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blockchainbean2 | build status https travis ci org ibm blockchainbean svg branch master https travis ci org ibm blockchainbean warning this repository is no longer maintained warning this repository will not be updated i will check periodically for pull requests but do not expect a quick response create a fair trade supply network with hyperledger fabric and ibm blockchain platform v2 this code pattern is based on a recent proof of concept developed in collaboration with a coffee roasting company that was nice enough to let us use their supply chain documents the finished product of this code pattern is a cloud based blockchain api that any other ui app can call an example ui app that leverages our blockchain api can be found in the screenshots below each cup has a history based on which batch of coffee was used make the cup which you can see below additionally you can see other details such as who poured the cup at what time the cup was poured which type of beans were used etc for example a sample cup njb123 for the result shown below packagefile docs bean png in this code pattern we will create a blockchain app that increases visibility and efficiency in the supply chain of a coffee retailer using ibm blockchain platform v2 beta we will use different transactions to show different possible actions for the different participants in the supply chain this sample application will record all transactions on the ibm blockchain platform v2 beta and enable a coffee retailer to ensure the customer that their coffee is organic and fair trade the code pattern can be useful to developers that are looking into learning more about creating applications that integrate supply chains with hyperledger fabric when the reader has completed this code pattern they will understand how to interact with the free ibm blockchain platform v2 beta build a blockchain back end using hyperledger fabric create and use a free kubernetes cluster deploy a node js app in the cloud that will interact with our smart contract flow diagram br p align center img src docs app architecture png p br flow description 1 the blockchain operator sets up the ibm blockchain platform 2 0 service 2 the ibm blockchain platform 2 0 creates a hyperledger fabric network on an ibm kubernetes service and the operator installs and instantiates the smart contract on the network 3 the node js application server uses the fabric sdk to interact with the deployed network on ibm blockchain platform 2 0 and creates apis for a web client 4 the loopback 4 client uses the node js application api to interact with the network 5 the user interacts with the loopback 4 web interface to update and query the blockchain ledger and state included components ibm blockchain platform v2 beta https console bluemix net docs services blockchain howto ibp v2 deploy iks html ibp v2 deploy iks gives you total control of your blockchain network with a user interface that can simplify and accelerate your journey to deploy and manage blockchain components on the ibm cloud kubernetes service ibm cloud kubernetes service https www ibm com cloud container service creates a cluster of compute hosts and deploys highly available containers a kubernetes cluster lets you securely manage the resources that you need to quickly deploy update and scale applications ibm blockchain platform extension for vs code https marketplace visualstudio com items itemname ibmblockchain ibm blockchain platform is designed to assist users in developing testing and deploying smart contracts including connecting to hyperledger fabric environments featured technologies hyperledger fabric v1 4 https hyperledger fabric readthedocs io is a platform for distributed ledger solutions underpinned by a modular architecture that delivers high degrees of confidentiality resiliency flexibility and scalability node js https nodejs org is an open source cross platform javascript run time environment that executes server side javascript code loopback 4 https v4 loopback io loopback is a highly extensible open source node js framework that enables you to create dynamic end to end rest apis with little or no coding access data from major relational databases mongodb soap and rest apis incorporate model relationships and access controls for complex apis watch the video create a fair trade supply network with hyperledger fabric 1 4 cloud docs ibpvideo png https www youtube com watch v 8wthsd7 ks4 watch the video create a fair trade supply network with hyperledger fabric 1 4 local docs local png https www youtube com watch v mg2tciplvk0 prerequisites this pattern assumes you have an ibm cloud account vscode and ibm blockchain platform extension for vscode installed ibm cloud account https cloud ibm com registration target 2fdashboard 2fapps install vscode https code visualstudio com download install ibm blockchain platform extension for vscode https github com ibm blockchain blockchain vscode extension node v8 x or greater and npm v5 x or greater https nodejs org en download steps cloud deployment to run a local network you can find steps here docs run local md 1 clone the repo step 1 clone the repo 2 install dependencies step 2 install dependencies 3 package contract step 3 package contract 4 create ibm cloud services step 4 create ibm cloud services 5 build a network step 5 build a network 6 deploy blockchainbean2 smart contract on the network step 6 deploy blockchainbean2 smart contract on the network 7 connect application to the network step 7 connect application to the network 8 run the application step 8 run the application step 1 clone the repo git clone this repo onto your computer in the destination of your choice then go into the web app folder horeaporutiu git clone https github com horeaporutiu blockchainbean2 git navigate to the web app directory horeaporutiu cd blockchainbean2 web app step 2 install dependencies install required dependencies using npm web app npm install ignore scripts step 3 package contract packagefile docs rightclick png right click under your folders in your workspace area and then click add folder to workspace and then highlight the blockchainbean lib directory as shown in the picture below and then click on add packagefile docs addsmartcontract png next we have to package the smart contract click on the f1 button on your keyboard which will bring up the vscode command palette from there navigate and click on package a smart contract project packagefile docs pack png next the extension will ask the following question choose a workspace folder to package click on the lib folder note we do not want to package our client i e our web app directory packagefile docs lib png if all went well you should see the following packagefile docs packagesuccess png note that this cds file is extremely important if we want to run our smart contract on the cloud step 4 create ibm cloud services create the ibm cloud kubernetes service https cloud ibm com catalog infrastructure containers kubernetes you can find the service in the catalog for this code pattern we can use the free cluster and give it a name note that the ibm cloud allows one instance of a free cluster and expires after 30 days b the cluster takes around 10 15 minutes to provision so please be patient b br p align center img src docs doc gifs create ibm kubernetes service gif p br create the ibm blockchain platform v2 beta https console bluemix net catalog services blockchain service on the ibm cloud you can find the service in the catalog and give a name br p align center img src docs doc gifs create ibm blockchain 2 service gif p br after your kubernetes cluster is up and running you can deploy your ibm blockchain platform v2 beta on the cluster the service walks through few steps and finds your cluster on the ibm cloud to deploy the service on br p align center img src docs doc gifs deploy blockchain on cluster gif p br once the blockchain platform is deployed on the kubernetes cluster you can launch the console to start operating on your blockchain network br p align center img src docs doc gifs launch ibm blockchain gif p br step 5 build a network we will build a network as provided by the ibm blockchain platform documentation https console bluemix net docs services blockchain howto ibp console build network html ibp console build network this will include creating a channel with a single peer organization with its own msp and ca certificate authority and an orderer organization with its own msp and ca we will create the respective identities to deploy peers and operate nodes create your organization and your entry point to your blockchain create your peer organization ca click b add certificate authority b click b ibm cloud b under b create certificate authority b and b next b give it a b display name b of org1 ca specify an b admin id b of admin and b admin secret b of adminpw br p align center img src docs doc gifs create peer org1 ca gif p br associate the identity in the nodes tab select the b org1 ca b once it is running indicated by the green box in the tile click b associate identity b on the ca overview panel on the side panel select b enroll id b provide an b enroll id b of admin and an b enroll secret b of adminpw use the default value of org1 ca admin for the b identity display name b click b associate identity b associateid https user images githubusercontent com 10428517 78854263 b632d100 79d5 11ea 8b7d 40eb6adae782 gif use your ca to register identities select the b org 1 ca b certificate authority that we created first we will register an admin for our organization org1 click on the b register user b button give an b enroll id b of org1admin and b enroll secret b of org1adminpw click b next b set the b type b for this identity as client and select org1 from the affiliated organizations drop down list we will leave the b maximum enrollments b and b add attributes b fields blank we will repeat the process to create an identity of the peer click on the b register user b button give an b enroll id b of peer1 and b enroll secret b of peer1pw click b next b set the b type b for this identity as peer and select org1 from the affiliated organizations drop down list we will leave the b maximum enrollments b and b add attributes b fields blank br p align center img src docs doc gifs org1 ca register identities gif p br create the peer organization msp definition navigate to the b organizations b tab in the left navigation and click b create msp definition b enter the b msp display name b as org1 msp and an b msp id b of org1msp under b root certificate authority b details specify the peer ca that we created org1 ca as the root ca for the organization give the b enroll id b and b enroll secret b for your organization admin org1admin and org1adminpw then give the identity name org1 admin click the b generate b button to enroll this identity as the admin of your organization and export the identity to the wallet click b export b to export the admin certificates to your file system finally click b create msp definition b br p align center img src docs doc gifs peer org msp def gif p br create a peer on the b nodes b page click b add peer b click b ibm cloud b under create a new peer and b next b give your peer a b display name b of peer org1 on the next screen select org1 ca as your b certificate authority b then give the b enroll id b and b enroll secret b for the peer identity that you created for your peer peer1 and peer1pw then select the b administrator certificate from msp b org1 msp from the drop down list and click b next b give the b tls enroll id b admin and b tls enroll secret b adminpw the same values are the enroll id and enroll secret that you gave when creating the ca leave the b tls csr hostname b blank the last side panel will ask you to b associate an identity b and make it the admin of your peer select your peer admin identity org1 admin review the summary and click b submit b br p align center img src docs doc gifs create peer gif p br create the node that orders transactions create your orderer organization ca click b add certificate authority b click b ibm cloud b under b create certificate authority b and b next b give it a unique b display name b of orderer ca specify an b admin id b of admin and b admin secret b of adminpw br p align center img src docs doc gifs orderer org ca gif p br associate the identity in the nodes tab select the b orderer ca b once it is running indicated by the green box in the tile click b associate identity b on the ca overview panel on the side panel select b enroll id b provide an b enroll id b of admin and an b enroll secret b of adminpw use the default value of orderer ca admin for the b identity display name b click b associate identity b associateid https user images githubusercontent com 10428517 78854263 b632d100 79d5 11ea 8b7d 40eb6adae782 gif use your ca to register orderer and orderer admin identities in the b nodes b tab select the b orderer ca b certificate authority that we created first we will register an admin for our organization click on the b register user b button give an b enroll id b of ordereradmin and b enroll secret b of ordereradminpw click b next b set the b type b for this identity as client and select org1 from the affiliated organizations drop down list we will leave the b maximum enrollments b and b add attributes b fields blank we will repeat the process to create an identity of the orderer click on the b register user b button give an b enroll id b of orderer1 and b enroll secret b of orderer1pw click b next b set the b type b for this identity as peer and select org1 from the affiliated organizations drop down list we will leave the b maximum enrollments b and b add attributes b fields blank br p align center img src docs doc gifs orderer ca register identities gif p br create the orderer organization msp definition navigate to the b organizations b tab in the left navigation and click b create msp definition b enter the b msp display name b as orderer msp and an b msp id b of orderermsp under b root certificate authority b details specify the peer ca that we created orderer ca as the root ca for the organization give the b enroll id b and b enroll secret b for your organization admin ordereradmin and ordereradminpw then give the b identity name b orderer admin click the b generate b button to enroll this identity as the admin of your organization and export the identity to the wallet click b export b to export the admin certificates to your file system finally click b create msp definition b br p align center img src docs doc gifs orderer org msp def gif p br create an orderer on the b nodes b page click b add orderer b click b ibm cloud b and proceed with b next b give your peer a b display name b of orderer on the next screen select orderer ca as your b certificate authority b then give the b enroll id b and b enroll secret b for the peer identity that you created for your orderer orderer1 and orderer1pw then select the b administrator certificate from msp b orderer msp from the drop down list and click b next b give the b tls enroll id b admin and b tls enroll secret b adminpw the same values are the enroll id and enroll secret that you gave when creating the ca leave the b tls csr hostname b blank the last side panel will ask to b associate an identity b and make it the admin of your peer select your peer admin identity orderer admin review the summary and click b submit b br p align center img src docs doc gifs create orderer gif p br add organization as consortium member on the orderer to transact navigate to the b nodes b tab and click on the b orderer b that we created under b consortium members b click b add organization b from the drop down list select org1 msp as this is the msp that represents the peer s organization org1 click b submit b br p align center img src docs doc gifs add org orderer gif p br create and join channel create the channel navigate to the b channels b tab in the left navigation click b create channel b give the channel a name mychannel select the orderer you created orderer from the orderers drop down list select the msp identifying the organization of the channel creator from the drop down list this should be org1 msp org1msp associate available identity as org1 admin click b add b next to your organization make your organization an b operator b click b create b br p align center img src docs doc gifs create channel gif p br join your peer to the channel click b join channel b to launch the side panels select your orderer and click b next b enter the name of the channel you just created mychannel and click b next b select which peers you want to join the channel click peer org1 click b submit b br p align center img src docs doc gifs join channel gif p br step 6 deploy blockchainbean2 smart contract on the network install a smart contract click the b smart contracts b tab to install the smart contract click b install smart contract b to upload the blockchainbean smart contract package file which you packaged earlier using the visual studio code extension look above at the end of step 3 click on b add file b and find your packaged smart contract once the contract is uploaded click b install b br p align center img src docs doc gifs install smart contract gif p br instantiate smart contract on the smart contracts tab find the smart contract from the list installed on your peers and click b instantiate b from the overflow menu on the right side of the row on the side panel that opens select the channel mychannel to instantiate the smart contract on click b next b select the organization members to be included in the policy org1msp click b next b give b function name b of init and leave b arguments b blank click b instantiate b br p align center img src docs doc gifs instantiate smart contract gif p br step 7 connect application to the network connect with sdk through connection profile under the instantiated smart contract click on connect with sdk from the overflow menu on the right side of the row choose from the dropdown for b msp for connection b org1msp choose from b certificate authority b dropdown org1 ca download the connection profile by scrolling down and clicking b download connection profile b this will download the connection json which we will use soon to establish connection you can click b close b once the download completes br p align center img src docs doc gifs connect with sdk gif p br create an application admin go to the b nodes b tab on the left bar and under b certifacte authorities b choose your organization ca b org1 ca b click on b register user b give an b enroll id b and b enroll secret b to administer your application users app admin and app adminpw choose client as b type b and any organization for affiliation we can pick org1 to be consistent you can leave the b maximum enrollments b blank under b attributes b click on b add attribute b give attribute as hf registrar roles this will allow this identity to act as registrar and issues identities for our app click b add attribute b click b register b br p align center img src docs doc gifs register app admin gif p br update application connection copy the connection profile you downloaded into server folder server name the connection profile you downloaded ibpconnection json your new folder structure should look like below i e should have your newly downloaded and newly renamed file ibpconnection json p align center img src docs ibpconnection png p the ibpconnection json file should look something like this p align center img src docs ibpconnectioncode png p update the config json server config json file with the connection json file name you downloaded the b enroll id b and b enroll secret b for your app admin which we earlier provided as app admin and app adminpw the orgmsp id which we provided as org1msp the caname which can be found in your connection json file under organization org1msp certificateauthorities this would be like an ip address and a port this is circled in red above the username you would like to register update gateway discovery to enabled true aslocalhost false to connect to ibp the current default setup is to connect to a local fabric instance from vs code once you are done the final version of the config json should look something like this note that i took the caname from the above pic js connection file ibpconnection json appadmin app admin appadminsecret app adminpw orgmspid org1msp caname 173 193 106 28 32634 username user1 gatewaydiscovery enabled true aslocalhost false step 8 run the application enroll admin first navigate to the server directory and install the node dependencies bash cd server npm install if you get a grpc error run bash npm rebuild run the enrolladmin js script bash node enrolladmin js you should see the following in the terminal bash msg successfully enrolled admin user app admin and imported it into the wallet register user run the registeruser js script bash node registeruser js you should see the following in the terminal bash successfully registered and enrolled admin user user1 and imported it into the wallet if you get an error such as this error fabric ca request register failed with errors code 0 message registration of user1 failed identity user1 is already registered go ahead and change the user in config json file you can use any username you want once you save the config json with a new user for example username user4 run the same script agian start the web client in a new terminal open the web app folder from the room blockchainbean2 directory bash cd web app start the client bash npm start you can find the app running at http localhost 8080 explorer if all goes well you should see something like the picture below packagefile docs loopback png to get started submitting our first transaction on the network we can update the ledger with some of our suppliers info such as their address their uniqueid and their organization to do this first click on growercontroller you should see the controller expand with the get post methods click on the green post grower button and then try it out to the right of the post grower button this will enable you to write in a request body go ahead and copy and paste the following json in to the request body p s i have made all the commands available in the commands txt file json class org ibm coffee grower isfairtrade true growerid grower 0201 organization ethiopia gedeb 1 banko gotiti grainpro address class org ibm coffee address city gedeb country ethiopia street n a zip n a then click the blue execute button under the request body if all goes well you should see something similar to the image below packagefile docs grower png if all went well you can now go into your blockchain network click on the channel and then you should see the block height increased and if you click on the last block you should see the latest json that we inputted being written to the blockchain note the gif shows how to get to your channel and transaction overview your transaction data should be different it should show updating the ledger with the information of grower 0201 br p align center img src docs doc gifs channel blocks gif p br the rest of the commands for uploading supply chain documents can be found here https github com horeaporutiu blockchainbean2 blob master docs run local md add members to the network bonus step deploy your local app to the cloud if you want to keep your application running all the time you ll want to deploy it to the cloud to do this please follow the guide here https github com horeaporutiu blockchainbean2 blob master docs deploy md conclusion so yes go ahead and run the post transactions as shown in these steps https github com horeaporutiu blockchainbean2 blob master docs run local md step 6 submit transactions and everything will be stored on the ibm blockchain platform so now you are officially done with this tutorial so what did you learn how to create a smart contract project with the ibm blockchain vscode extension how to deploy your smart contract on a local hyperledger fabric network how to update the ledger by submitting transactions to the network hyperledger stores data as key value pairs so to look up data on the network you need to pass in a key that has a value associated with it we did that by running the query method how to create a kubernetes cluster and ibm blockchain platform v2 beta service and to connect our client loopback application to our cloud service via the connection profile we downloaded how to view the ledger of a specific channel by clicking on the channel the ledger and then the individual transactions so at this point you know more than me hopefully you feel pretty good at this point and can dive a bit deeper into other more complex topics such as how to scale your network how to optimize performance etc but for now you know all of the basics to run a supply chain network on hyperledger fabric both locally and on the cloud great job you did it and when you create the cool new startup unicorn after learning a bunch from this tutorial don t forget to give me or ibm developer some credit troubleshooting if you are getting errors with your ibm blockchain vscode extension ensure you have all prerequisites installed here https github com ibm blockchain blockchain vscode extension requirements related links hyperledger fabric docs http hyperledger fabric readthedocs io en latest ibm code patterns for blockchain https developer ibm com patterns category blockchain license this code pattern is licensed under the apache software license version 2 separate third party code objects invoked within this code pattern are licensed by their respective providers pursuant to their own separate licenses contributions are subject to the developer certificate of origin version 1 1 dco https developercertificate org and the apache software license version 2 https www apache org licenses license 2 0 txt apache software license asl faq https www apache org foundation license faq html whatdoesitmean | blockchain hyperledger-fabric nodejs kubernetes | blockchain |
sql-challenge | sql challenge project will include data engineering and data analysis of 7 databases in cvs s files | server |
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multicall.js | multicall js img width 100 align right alt multicall src https user images githubusercontent com 304108 55666937 320cb180 5888 11e9 907b 48ba66150523 png npm version https img shields io npm v makerdao multicall svg style flat square https www npmjs com package makerdao multicall multicall js is a lightweight javascript library for interacting with the multicall https github com makerdao multicall smart contract multicall allows multiple smart contract constant function calls to be grouped into a single call and the results aggregated into a single result this reduces the number of separate json rpc requests that need to be sent over the network if using a remote node like infura and provides the guarantee that all values returned are from the same block the latest block number is also returned along with the aggregated results summary get the return value s of multiple smart contract function calls in a single call guarantee that all values are from the same block use watchers to poll for multiple blockchain state variables functions get updates when a watcher detects state has changed results from out of sync nodes are automatically ignored get new block updates installation bash yarn add makerdao multicall usage javascript import createwatcher from makerdao multicall contract addresses used in this example const mkr token 0xaaf64bfcc32d0f15873a02163e7e500671a4ffcd const mkr whale 0xdb33dfd3d61308c33c63209845dad3e6bfb2c674 const mkr fish 0x2dfcedcb401557354d0cf174876ab17bfd6f4efd preset can be mainnet kovan rinkeby goerli or xdai const config preset kovan create watcher const watcher createwatcher target mkr token call balanceof address uint256 mkr whale returns balance of mkr whale val val 10 18 config subscribe to state updates watcher subscribe update console log update update type update value subscribe to batched state updates watcher batch subscribe updates handle batched updates here updates are returned as type value objects e g type balance of mkr whale value 70000 subscribe to new block number updates watcher onnewblock blocknumber console log new block blocknumber start the watcher polling watcher start javascript the json rpc url and multicall contract address can also be specified in the config const config rpcurl https kovan infura io multicalladdress 0xc49ab4d7de648a97592ed3d18720e00356b4a806 javascript update the watcher calls using tap const fetchwaiter watcher tap calls pass back existing calls calls plus new calls target mkr token call balanceof address uint256 mkr fish returns balance of mkr fish val val 10 18 this promise resolves when the first fetch completes fetchwaiter then console log initial fetch completed javascript recreate the watcher with new calls and config allowing the network to be changed const config preset mainnet watcher recreate target mkr token call balanceof address uint256 mkr whale returns balance of mkr whale val val 10 18 config helper functions special variables and functions e g addr balance block blockhash block timestamp can be accessed by calling their corresponding helper function to call these helper functions simply omit the target property and it will default to multicall s contract address javascript const watcher createwatcher call getethbalance address uint256 0x72776bb917751225d24c07d0663b3780b2ada67c returns eth balance val val 10 18 call getblockhash uint256 bytes32 11482494 returns specific block hash 0xff4db call getlastblockhash bytes32 returns last block hash call getcurrentblocktimestamp uint256 returns current block timestamp call getcurrentblockdifficulty uint256 returns current block difficulty call getcurrentblockgaslimit uint256 returns current block gaslimit call getcurrentblockcoinbase address returns current block coinbase preset kovan examples check out this codepen example https codepen io michaelelliot pen mxepnx editors 0010 for a working front end example to run the example in the project first clone this repo bash git clone https github com makerdao multicall js then install the dependencies bash yarn finally run the example script examples es example js bash yarn example test to run tests use bash yarn test | blockchain |
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se-daily-iOS | software engineering daily ios app logo https i imgur com 3otp3p8 png https softwareengineeringdaily com native ios app for software engineering daily https softwareengineeringdaily com screenshots app screenshots screenshots app screenshots png getting started the app is 100 swift user interface is built mostly in code using snapkit https github com snapkit snapkit dsl the current architecture is mvvm c but moving forward we are open to consider some redux like state management implementation setup we are using cocoapods http cocoapods org to manage dependencies clone the repo and then run sudo gem install cocoapods pod install cocoapods requires that you open the sedaily ios xcworkspace open sedaily ios xcworkspace dependencies there are 25 various dependencies used in the project moving forward some of them may be subject to change removal the most important ones are snapkit https github com snapkit snapkit build layouts in code alamofire https github com alamofire alamofire industry standard for networking kingfisher https github com onevcat kingfisher caching images swiftlint https github com realm swiftlint swift language linter upcoming features interested in seeing a particular feature implemented in this app please open a new issue https github com softwareengineeringdaily se daily ios issues with a feature proposal https github com softwareengineeringdaily se daily ios blob master contributing md feature proposals contributing checkout contributing md https github com softwareengineeringdaily se daily ios blob master contributing md for details | os |
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webvi-experiments | webvi experiments a collection of experiments for webvis labview community examples the following projects have been shared on the labview community control extensions for webvi https bit ly webvi control extensions apis to modify the behavior and style of built in webvi controls custom popup dialogs for webvi https forums ni com t5 example code custom popup dialogs for webvi sweetalert ta p 4011222 highly configurable popups for webvis debug tools for webvi https bit ly debugtools advanced debugging tools for webvis file for webvi https forums ni com t5 example code file for webvi ta p 4129229 comprehensive file api to select a file for upload download a file and communicate with file based http services iframe for webvi https forums ni com t5 example code iframe for webvi ta p 4110725 embed pages in a webvi inside an iframe maps for webvi https forums ni com t5 example code maps for webvi google maps and open street maps ta p 4106124 apis for using google maps and openstreetmap synchronous image for webvi https forums ni com t5 example code synchronous image for webvi ta p 4198872 image control for rapidly changing images url for webvi https forums ni com t5 example code url for webvi ta p 4157062 comprehensive api for url manipulation and for triggering page navigation programmatically please ask questions on the labview community use the downloads attached to pages in the labview community if you find the examples from the labview community useful make sure and share the awesome webvis https github com rajsite awesome webvis you make other examples warning projects in this repository that are not shared on the labview community as linked above are experimental and not yet considered suitable for use experiments may have breaking changes be non functional prototypes or be removed altogether without notice the software is provided as is without warranty of any kind see license license | labview-community webvi labview gweb gweb-community g-web-development-software | front_end |
book | div align center the practical book br on br crafting full stack web mobile apps github workflow status https img shields io github actions workflow status dwyl book ci yml label build style flat square branch main https github com dwyl book actions contributions welcome https img shields io badge contributions welcome brightgreen svg style flat square https github com dwyl book issues hitcount https hits dwyl com dwyl book svg https github com dwyl book div a step by step guide to full stack web mobile application development for people building beautiful robust maintainable apps individually or in teams why think say what you like about steve he was right about at least one thing steve jobs learn how to code https cloud githubusercontent com assets 194400 21953417 2bb48e3c da2e 11e6 8ae9 2a46fa6e2a7d png considering that there are millions of apps https www statista com statistics 276623 number of apps available in leading app stores already why should i or anyone for that matter bother learning how to make more of them this is a great question and one we ask ourselves dwyl https twitter com dwyl often the answer is another question do you think all the world s problems challenges have been resolved to which the answer is not even close how read it online read it dwyl github io book https dwyl github io book read it offline while viewing the online version click the print icon in the top right of this screen img width 97 alt image src https user images githubusercontent com 194400 219624215 3d780055 5151 4e2e 8632 893578c4412b png then you can save the page either as html or pdf and read it offline without any distractions run it on your localhost run the following commands in the terminal on your computer sh git clone git github com dwyl book git cd book cargo install mdbook mdbook serve open that will open your web browser with the book note that cargo command assumes you have rust installed on your machine br if you don t already see dwyl learn rust installing https github com dwyl learn rust installing contributing to help us improve the book the easiest way is to edit it directly on github dwyl book src https github com dwyl book tree main src while reading the book online simply click tap the edit button on any page img width 278 alt dwyl book suggest an edit src https github com dwyl book assets 194400 ca3ed7f9 307d 4a64 ba19 4239cc710da9 that will take you straight to the page where you can make your changes and create a pull request editing on localhost just open the src directory and edit the file you want to improve note if you get stuck we recommend reading rust lang mdbook https rust lang github io mdbook br you don t need to know rust to understand any of it man who doesnt read https cloud githubusercontent com assets 194400 21953123 ec35895c da26 11e6 9240 89be328c72e4 png substitute the word man for person and the read for code for the 21st century equivalent coding is the new literacy http www huffingtonpost com the harbus coding is the new busines b 11028790 html and people who don t make the time to learn practice are destined for disappointment why start with why https img shields io badge start 20with why 3f brightgreen svg style flat http www ted com talks simon sinek how great leaders inspire action why should anyone learn how to build web apps today someone recently asked is software engineering a dead end career https www quora com is software engineering a dead end career it s true logical that eventually there will be enough apps http valleywag gawker com there are officially too many apps and nobody is makin 1611128750 to achieve all the things we need but experts have been predicting https news ycombinator com item id 11974922 the end of software for the last 20 years and yet the pace of change continues to accelerate and the number of jobs that aren t being filled because the skills shortage has increased sharply in recent years bbc co uk news education 36783460 http www bbc co uk news education 36783460 software is eating the world marc andreessen wsj com articles sb10001424053111903480904576512250915629460 http www wsj com articles sb10001424053111903480904576512250915629460 tip disable js in your browser to read the article without rupert forcing you to pay for knowledge software is still eating the world techcrunch com 2016 06 07 software is eating the world 5 years later https techcrunch com 2016 06 07 software is eating the world 5 years later for the foreseeable future creating web mobile app with the tools techniques outlined in this book will be a thing you can mass produce hardware you cannot mass produce software you cannot mass produce the human mind michio kaku thankfully or perhaps sadly depending on your view software cannot be mass produced yet should you we be afraid of ai https youtu be 05bgpiym4jg or embrace it a topic for another time for now focus levelling up your skills so you can understand the ai debate what s in it for me https cloud githubusercontent com assets 194400 21926551 1e282c10 d97a 11e6 96f9 d7074a008f0e jpg what s in it for me what s in it for me our podium list of what you will gain by learning this content 1 the vocabulary to have technical discussions with web developers without sounding like a poser https youtu be nb2ngwwhxek t 3m49s which is not the same as a beginner https youtu be kko3dxitl1s even if you decide not be a full time coder if you know how to code you will have a far more fruitful time working with technical people 2 a chance to meet collaborate with interesting people on using technology to make the world a better place for everyone 3 last but not least the skills to pay the bills which will let you build your own ideas or get paid really well to work on a challenge with an existing team image https cloud githubusercontent com assets 194400 21952954 abe46f48 da22 11e6 97c2 4864316ceb56 png as with any skill your coding skills are whatever you make of them why write a book the main reason we decided to organize our knowledge experience as a book is because people were using and loving our tutorials individually people find dwyl tutorials useful https cloud githubusercontent com assets 194400 21953434 b44b311a da2e 11e6 9675 e4af89bb8eaa png https twitter com dwylhq status 775016209263845377 but people kept asking us question is there an order in which i should follow your tutorials br answer yes so we wanted to present our series of tutorials in a reasonably systematic linear format that anyone can follow in an order the reasons we did not state the order of learning before were that the sheer number of things to learn would have overwhelmed us there were so many gaps in our documentation that we would have suffered from a panic induced blank page syndrome or writer s block and never got started we are very conscious of the fact that there is a lot to learn in order to build web applications by making individual self contained tutorials we were able to chunk the knowledge into parts that were relevant to people searching for a guide specific to that subject the second reason is to make it portable by grouping all of our tutorials in a single pdf people can put it on their e reader and read it afk or even pipe it through a screen reader and listen as an audio book we wrote the individual tutorials was out of frustration pain of working in organisations where knowledge was not distributed count yourself lucky if you have never worked at a company where people hoard and guard their knowledge skill data insight because they think it will maintain their power position or influence we dwylhq have worked in many such companies and grew weary of the boss who kept secrets or the subject matter expert that could not be fired even though they were killing team morale systematically sharing our knowledge is our way of avoiding that charade who readers learners who should read and practice this if you are already learning or want to learn how to build web based applications that work everywhere using open source free tools this book or its individual self contained standalone chapters will be relevant to you our aim is that the content is useful to everyone writing code at any level but we are starting with a focus on complete beginner and will work our way up to advanced answering any question you have along the journey if anyone tells you that learning to code is a bad idea just smile and think to yourself never mind what haters say ignore them till they fade away t i live your life https youtu be kovhn6eo4xg writers unlike most other books written by one person or even handful of people and published printed in paper this book has many contributors and is continuously evolving alone we can do so little together we can do so much helen keller as such it is the wisdom of the crowd https en wikipedia org wiki wisdom of the crowd so if you spot an issue typo in the text code or have a better idea e g a simpler explanation for a topic concept please post an issue https github com dwyl the book issues thanks what this book is a collection of practical usage examples for tools we use to build web apps we wish we had this content before we started coding instead we had to learn things the hard er way making lots of mistakes never made any mistatkes https cloud githubusercontent com assets 194400 21953354 68d60342 da2c 11e6 8723 f1915ab90357 png we have learned from our mistakes and documented most of them hopefully it s useful to other people what can we make with the knowledge skills in the book the knowledge skills you will gain from learning practicing the content will allow you to build web based applications that work everywhere for many reasons including to connect communicate with our friends colleagues communities record share information knowledge news events etc manage all aspects of our lives calendars task time trackers shopping wish lists etc run organisations businesses administration workflow management apps buy sell things e commerce have fun e g online games augmented virtual reality most universities schools still don t teach practical web skills as the foundation for computer science software engineering there are a number of reasons for this but the primary reason is that the learning institution s curriculum is calcified by inertia the result of people not learning modern web technologies at school is the majority of companies organisations still lack skills so most apps suck we are fixing the problem if you are still not writing tests why not we urge you to read the first chapter a brief introduction to tdd and decide for yourself if you still think its too difficult or takes longer free and open source yes the book is 100 free and open source on github for anyone to read and contribute contribute to we strongly believe that all learning materials should be open and freely available to all not controlled or monopolized for profit there s no up sell or premium version of any of our content learning is not our business and we have no intention of charging for any of our content image https cloud githubusercontent com assets 194400 21953835 78937bd6 da39 11e6 92a9 d18e79c5472d png some people are of the opinion that if you re good at something never do it for free the joker the dark knight we disagree br b education is the most powerful weapon b br br img src https cdn shopify com s files 1 0661 7423 files inspire blog section jpg 16519069034986191748 img obviously putting together learning resources takes a lot of time and most people don t have a lot of free time but we prefer to think of our knowledge sharing as an investment in our people team s that pays handsomely and almost immediately because it systematically transfers knowledge which both improves the pace of our work and reduces risk for our customers win win win win what technology stack is covered a stack is the term use to describe all the components involved in a web app the more comprehensive definition is in computing a solution stack is a set of software subsystems or components needed to create a complete platform such that no additional software is needed to support applications applications are said to run on or run on top of the resulting platform in a web application the architect defines the stack as the target operating system web server database and programming language a typical stack could include linux unix as the server operating system os a web application framework running on the server example frameworks include ruby on rails sinatra ruby django python codeigniter symphony drupal php akka scala java express js meteor js hapi js https github com nelsonic learn hapi javascript node js etc phoenix a database to which the web app framework connects there are many databases often referred to as data stores the most popular are sql based mysql postgresql mariadb nosql mongodb couchdb rethinkdb https github com nelsonic learn rethinkdb hbase etc search elasticsearch https github com dwyl learn elasticsearch key value store redis https github com dwyl learn redis leveldb browser based interactivity often referred to as the client or front end of the stack the stack we use is evolving with the industry innovation please see https github com dwyl technology stack and if you want to getinvolved in the discussion read and comment on the issues https github com dwyl technology stack issues you will learn in demand tech tools skills you will learn 3 of the top 10 most popular technologies of 2016 which are still just as popular relevant in 2017 https stackoverflow com research developer survey 2016 technology stackoverflow most popular technologies https cloud githubusercontent com assets 194400 21954032 a94f0128 da3e 11e6 95d4 64757a6175e7 png most wanted programming languages and we will also cover three of the most wanted i e in demand technology skills which are dramatically improving people s productivity effectiveness and quality of output stackoverflow other technologies https cloud githubusercontent com assets 194400 21954067 28e98638 da3f 11e6 9e2a 0b1b080a826a png see https stackoverflow com research developer survey 2016 most popular technologies other click on wanted tab to see the list full stack javascript the term full stack developer has been around for a while we like laurencegellert https twitter com laurencegellert s explanation a full stack developer is someone with familiarity in each layer if not mastery in many and a genuine interest in all software technology we agree with peteryared https twitter com peteryared that it s naive to expect anyone to be an expert in every aspect of our stack but we do think that by using javascript as the programming language for the server node js client take your pick of framework and datastore any of the nosql datastores which store json documents it s easier to go full stack see http techcrunch com 2014 11 08 the rise and fall of the full stack developer front end there is one programming language that all web browsers understand javascript as a result it is the most popular programming language see stackoverflow survey results above additionally you will need to know two other languages html and css but stay calm https cloud githubusercontent com assets 194400 21954158 cea1b17a da41 11e6 9f0e a73627125934 png the web browser or mobile device displaying content in a web view is referred to as the front end back end when people refer to the back end of an app they are describing the web application server component s don t worry we will cover all of this and it s surprisingly fun front end back end https cloud githubusercontent com assets 194400 21954171 039c705e da42 11e6 93d8 7883f365e5fb png there are many technologies languages frameworks you can use to write your server as stated above for simplicity we prefer to use javascript node js on the server to keep one programming language across the stack and allow us to re use view code for both server side and client hence the expression full stack test driven development this is where we differ from almost all the other beginner level books we believe in writing automated tests for all aspects of your application so that is one of the first things you will learn how to do the book is not finished yet should i start reading it the answer is it depends if you can handle a few typos and want to get started building better apps asap then start now if you prefer to wait till its ready please star the repo and come back later star the project star the easiest way you can contribute is by starring this project on github this will help you to bookmark the content so you can return to it but it will also help the people who follow you on github to discover that you find it interesting or useful the more people star and share the project the more possible contributors are able to understand the value of contributing and open sourcing their knowledge we need an official dwyl book tweet spreading the word please re tweet initial tweet anouncing book https raw githubusercontent com dwyl the book master manuscript images pfst initial tweet with retweets png https twitter com nelsonic status 607053734502375424 click on the image to re tweet thanks last year i did write a page a day but not all in one place and now we will have an ad hoc but regular cycle release schedule each day for the next 4 months i will be writing at least 1 page and pushing it to github which triggers the book publish script on leanpub so there will be fresh content every day i promise to make every effort to keep the signal to noise ratio as good as possible contributing contributions welcome https img shields io badge contributions welcome brightgreen svg style flat https github com dwyl esta issues we hope this will be a highly collaborative effort we don t believe in the lone wolf or basement genius approach to building things we prefer the many minds eyes ideas of open source culture it is amazing what you can accomplish if you do not care who gets the credit harry truman got comments ideas suggestions issues if you have any ideas comments or suggestions please raise an issue on github https github com dwyl the book issues watching the repo to receive all the updates if you want to receive all the updates you can watch the github repository note you may get quite a few emails but if you are interested in building great quality software the content should be relevant to you should we bother with leanpub see https github com dwyl the book issues 64 the book is open source why is leanpub charging yes the book is and will always be 100 open source but leanpub is kindly providing a way of packaging it up for people to read on their devices in the form of a drm free https en wikipedia org wiki digital rights management opposition to drm pdf readable on any device mobi for our friends with kindle and epub for idevices and macs with ibooks they have infrastructure to pay for so i think its fair to pay a fee for the service they provide don t worry its not freemium freemium is not free https raw githubusercontent com dwyl the book master manuscript images 00 freemium not really jpg we are posting every word open on github so if you don t want or need the kindle or ibooks version just read it online for free proceeds of sale south african technology school all the proceeds after leanpub fees from the sale of this book will go into the dwyl https github com dwyl fund for the south african technology school we plan to build in 2016 in our quest to create well paid remote tech jobs in africa bbc video of school in africa https raw githubusercontent com dwyl the book master manuscript images 00 bbc school video screenshot png http www bbc co uk education clips zjh4d2p bbc video of school in south africa if after watching this video http www bbc co uk education clips zjh4d2p you aren t inspired to get involved please let us know what does make you tick and we can donate the proceeds of your copy of the book to a different charity low on cash no money https raw githubusercontent com dwyl the book master manuscript images 00 empty pockets no money jpg if you are a student and or low on cash we ve all been there but still want to learn how to build great quality software please personal message me https twitter com nelsonic preview link https leanpub com the practical book on full stack javascript web application test driven development preview links history tl dr https en wiktionary org wiki tl dr i nelsonic https github com nelsonic started writing tutorials on test driven development tdd out of frustration when some individuals in my then team complained that testing tdd is hard and takes too long it seemed logical to publish the tutorials as step by step guides on github as opposed to a company wiki or google docs which i had done before so that complete strangers could benefit from the learning and submit ideas for improvement or requests for more detail via questions issues https github com dwyl the book issues updates or corrections e g updating a link or fixing a typo in the form of github pull requests a few hundred github stars and encouraging feedback messages later we created a github community https github com dwyl organisation dedicated to curating coding tutorials https github com dwyl which now has many active members and collaboratively building useful tools using code which any organisation school business can use free of charge all coding examples for this book are released as self contained standalone tutorials so you can selectively learn a specific tool technique technology and share just that one byte of learning with your team or that one special person in your life who you know has infinite potential but keeps making excuses to not get with the program ready to get started | book | front_end |
Magpie | magpie a natural language processing nlp lab fork this repository read through the magpielabstudentguide included in this repository work through all 5 activities in the project create a pull request to submit your updated code after working through all 5 activities chat bots https sites google com site webtoolsbox bots http nlp addiction com chatbot java api api an abbreviation of application program interface is a set of routines protocols and tools for building software applications java docs http docs oracle com javase 7 docs api | ai |
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x-cube-azrtos-g4 | x cube azrtos g4 azure rtos software expansion for stm32cube latest tag https img shields io github v tag stmicroelectronics x cube azrtos g4 svg color brightgreen with azure rtos complementing the extensive stm32cube ecosystem providing free development tools software bricks and software expansion packages stm32 users can also leverage the rich services of azure rtos which meet the needs of tiny smart connected devices x cube azrtos g4 azure rtos software expansion for stm32cube provides a full integration of microsoft azure rtos in the stm32cube environment for the stm32g4 series of microcontrollers ready to run applicative examples are also provided for the nucleo g474re and stm32g474e eval evaluation boards thus reducing the learning curve and ensuring a smooth application development experience with azure rtos and stm32g4 mcus the scope of this package covers the following azure rtos middleware rtos threadx usb device and host usbx file system including nor nand memories support filex and levelx and networking including ethernet and wifi media netxduo htmresc overviewazurertos in stm32cube png azure rtos is a professional grade highly reliable and market proven middleware suite integrated and full featured rtos learn more threadx https aka ms threadx industrial grade networking stack optimized for performance coming with many iot protocols learn more netx duo https aka ms netxduo advanced fs ftl fully featured to support nand nor flash memories learn more filex https aka ms filex and levelx https docs microsoft com en us azure rtos levelx usb host and device stacks coming with multiple classes learn more usbx https aka ms usbx safety pre certifications from microsoft iec 61508 sil4 iec 62304 class c and iso 26262 asil d security pre certifications from microsoft eal4 for tls dtls fips 140 2 for sw crypto lib stm32 granted production license here https github com azure rtos threadx blob master licensed hardware txt prerequisites usbx filex and netxduo building require threadx as they are based on rtos model one of the following toolchains iar embedded workbench for arm ewarm toolchain 8 50 9 st linkv3 stm32cubeide v1 12 0 https www st com en development tools stm32cubeide html st linkv3 realview microcontroller development kit mdk arm toolchain v5 37 st linkv3 supported devices and boards by applications nucleo g474re https www st com en evaluation tools nucleo g474re html mb1367 c 04 stm32g474e eval https www st com en evaluation tools stm32g474e eval html mb1397 b 05 repository structure the stmicroelectronics github x cube azrtos repository consists of the following repositories drivers contains stm32g4 cmsis hal and bsp drivers middlewares contains threadx netx duo filex levelx and usbx stacks including porting on stm32 hardware projects provides ready to run applicative examples for azure rtos on the supported boards projects are structured as follows htmresc azurertos projects structure png documentation more comprehensive documentation is available on stm32 mcu wiki https wiki st com stm32mcu wiki stm32coremw overview license azure rtos is distributed by microsoft under github https github com azure rtos and under microsoft license stmicroelectronics include azure rtos in selected stm32cube software packages whether delivered by microsoft under github or by stmicroelectronics through stm32 cubefw packages on www st com or github proprietary license terms are the same between microsoft and user source code is available user is granted modification user is granted redistribution of source modified or not and or binary provided he develops on an mcu mpu that is listed officially by microsoft user is granted production provided he develops on an mcu that is listed officially by microsoft licensed hardware https github com azure rtos threadx blob master licensed hardware txt user is forbidden to reuse provided software to create a competing offer whenever a new stm32 series includes support for azure rtos it is added by microsoft in the official list by using stm32g4 series you inherit the distribution and production use rights in section 2 of the microsoft software license terms for azure rtos for more details about license information relative to each component in this package please refer to license license md release note details about the content of this release are available in the release note here https htmlpreview github io https github com stmicroelectronics x cube azrtos g4 blob main release notes html applications middleware applications short description threadx tx thread sync it demonstrates how to synchronize between threads using binary semaphores or mutexes readme projects nucleo g474re applications threadx tx thread sync readme md threadx tx thread msgqueue it demonstrates how to exchange message between threads using message queue api and how to handle message from different queues using event queue chaining feature readme projects nucleo g474re applications threadx tx thread msgqueue readme md threadx tx thread creation it demonstrates how to create and destroy multiple threads using azure rtos threadx apis in addition it shows how to use preemption threshold between threads and change priorities on fly readme projects nucleo g474re applications threadx tx thread creation readme md threadx tx lowpower it demonstrates how to configure the lowpower feature of azure rtos threadx stack in addition it shows how to use threadx macro related to the lowpower feature readme projects nucleo g474re applications threadx tx lowpower readme md threadx tx mpu it demonstrates how to load start and unload modules in addition it shows how threadx memory protection on modules using the memory protection unit mpu readme projects stm32g474e eval applications threadx tx mpu readme md usbx ux device cdc acm it demonstrates how to develop usb device communication class cdc acm based application the application is designed to emulate an usb to uart bridge following the virtual com port vcp implementation the code provides all required device descriptors framework and associated class descriptor report to build a compliant usb cdc acm device readme projects stm32g474e eval applications usbx ux device cdc acm readme md usbx ux device hid it demonstrates how to develop usb device human interface hid mouse based application the application is designed to emulate an usb hid mouse device the code provides all required device descriptors framework and associated class descriptor report to build a compliant usb hid mouse device readme projects stm32g474e eval applications usbx ux device hid readme md usbx ux device ccid it demonstrates how to develop usb device for integrated circuit card interface device based application the application is designed to emulate a smart card reader device the code provides all required device descriptors framework and associated class descriptor to build a usb ccid device readme projects stm32g474e eval applications usbx ux device ccid readme md usbx ux device hid standalone it demonstrates how to develop usb device human interface hid mouse based bare metal application the application is designed to emulate an usb hid mouse device the code provides all required device descriptors framework and associated class descriptor report to build a compliant usb hid mouse device readme projects stm32g474e eval applications usbx ux device hid standalone readme md usbx ux device hid cdc acm it demonstrates how to develop a composite usb device application the application is designed to emulate a usb hid mouse combined with an usb to uart bridge following the virtual com port vcp implementation the code provides all required device descriptors framework and associated class descriptor report to build a compliant composite usb hid and cdc acm device readme projects stm32g474e eval applications usbx ux device hid cdc acm readme md usbx ux device dfu it demonstrates how to develop usb device firmware upgrade dfu based application the application is designed to emulate an usb dfu device the code provides all required device descriptors framework and associated class descriptor report to build a compliant usb dfu device readme projects stm32g474e eval applications usbx ux device dfu readme md filex fx nor write read file it demonstrates how to create a fat file system on the nor flash using filex alongside levelx the application is designed to execute file operations on the mx25lm51245g nor flash device the code provides all required software code for properly managing it readme projects stm32g474e eval applications filex fx nor write read file readme md filex fx sram file edit standalone it demonstrates how to create a fat file system on the internal sram memory using filex running in standalone mode without threadx readme projects nucleo g474re applications filex fx sram file edit standalone readme md troubleshooting caution the issues are strictly limited to submit problems or suggestions related to the software delivered in this repository for any other question related to the product the hardware performance or characteristics the tools the environment you can submit it to the st community on the stm32 mcus related page https community st com s topic 0to0x000000bsqswaw stm32 mcus | threadx stm32g4 filex levelx azure-rtos x-cube netxduo usbx | os |
awesome-ux-design-styles | awesome ux design styleguides awesome https awesome re badge svg https awesome re curated list of ux styleguides and design systems and toolkits design system a comprehensive guide to design systems https www invisionapp com inside design guide to design systems related list awesome ui component library https github com anubhavsrivastava awesome ui component library for component library implementation react vue angular etc for styleguides contents toc styleguides styleguides resources resources contribution contribution license license tocstop guidelines styleguides altinn design system https altinn github io designsystem styleguide repo star https img shields io github stars altinn designsystem svg label style social https github com altinn designsystem by altinn the design system is based on so called atomic design methodology where instead of designing pages design components that can be assembled and reused in different web solutions ant design https ant design repo star https img shields io github stars ant design ant design svg label style social https github com ant design ant design by ant financial a design system with values of nature and determinacy for better user experience of enterprise applications atlassian design https atlassian design by atlassian atlassian design guidelines used across atlassian products audi ui https www audi com ci en guides user interface introduction html repo star https img shields io github stars audi audi ui svg label style social https github com audi audi ui by audi based on the principles of the audi look variety honesty and balance aurora design system https design gccollab ca repo star https img shields io github stars gctools outilsgc aurora website svg label style social https github com gctools outilsgc aurora website by government of canada aurora design system is a central design guide created by the digital collaboration division within the government of canada for their digital products australian government design system https designsystem gov au repo star https img shields io github stars govau design system components svg label style social https github com govau design system components by commonwealth of australia the australian government design system provides a framework and a set of tools to help designers and developers build government products and services more easily auth0 cosmos https auth0 cosmos now sh repo star https img shields io github stars auth0 cosmos svg label style social https github com auth0 cosmos by auth0 cosmos is a design system to build auth0 products auth0 styleguide https styleguide auth0 com repo star https img shields io github stars auth0 styleguide svg label style social https github com auth0 styleguide by auth0 conjunction of design patterns components and resources used across auth0 s products backpack https backpack github io repo star https img shields io github stars backpack backpack github io svg label style social https github com backpack backpack github io by skyscanner backpack is a collection of design resources reusable components and guidelines for creating skyscanner products blackboard design https design blackboard com by blackboard designs for the educational experience bloom http bloom appearhere co uk by appear here bloom is appear here s central repository for design patterns and guidelines brand estonia https brand estonia ee by estonia the visual language of brand estonia created by estonian design team brainly style guide https styleguide brainly com repo star https img shields io github stars brainly style guide svg label style social https github com brainly style guide by brainly this style guide is being used across all language versions of the brainly website carbon http carbondesignsystem com by ibm carbon is ibm s open source design system for digital products and experiences cedar http rei github io rei cedar repo star https img shields io github stars rei rei cedar svg label style social https github com rei rei cedar by rei rei digital design system presentation framework cfpb design manual https cfpb github io design manual repo star https img shields io github stars cfpb capital framework svg label style social https github com cfpb capital framework the consumer financial protection bureau s user interface framework chameleon https pusher github io chameleon repo star https img shields io github stars pusher chameleon svg label style social https github com pusher chameleon by pusher chameleon is a library of front end patterns variables and helpers used by pusher clarity design system https clarity design repo star https img shields io github stars vmware clarity svg label style social https github com vmware clarity by vmware ux guidelines html css framework and angular components working together to craft exceptional experiences cnvs ui system http mesosphere github io cnvs repo star https img shields io github stars mesosphere cnvs svg label style social https github com mesosphere cnvs by mesosphere cnvs pronounced canvas is a system of user interface elements and components built for use across mesosphere sites and products coop design manual https coop design system herokuapp com repo star https img shields io github stars coopdigital coop frontend toolkit svg label style social https github com coopdigital coop frontend toolkit by coop a front end toolkit containing styles and static assets for building co op branded digital content design language http developer royalcanin com by royal canin design language is a shared design system that unifies royal canin s global digital style duolingo design https www duolingo com design by duolingo design language by duolingo design team https medium com duolingo design eurostar glu https style eurostar com by eurostar building blocks for eurostar web ui fabric ui https developer microsoft com en us fabric repo star https img shields io github stars officedev office ui fabric core svg label style social https github com officedev office ui fabric core by microsoft the official front end framework for building experiences that fit seamlessly into office and office 365 feather https design alfabank ru repo star https img shields io github stars alfa laboratory arui feather svg label style social https github com alfa laboratory arui feather by alfa bank design system in alfa bank feelix https feelix myob com by myob collection of front end interface elements that can be reused across the myob browser based products frontier https www familysearch org frontier styleguide by family search global styles for the familysearch org website foundation design system https envato github io foundation design system repo star https img shields io github stars envato foundation design system tokens svg label style social https github com envato foundation design system tokens by envato the foundation design system is a collection of predefined tokens user interface components and guidelines for their usage fuse design system https ni github io design system repo star https img shields io github stars ni design system svg label style social https github com ni design system by national instruments a system for designing and developing national instruments software gel http www bbc co uk gel repo star https img shields io github stars bbc gel foundations svg label style social https github com bbc gel foundations by bbc global experience language gel is the bbc s shared design framework a system of reusable interaction patterns used to assemble the bbc s entire online output gestalt https pinterest github io gestalt repo star https img shields io github stars pinterest gestalt svg label style social https github com pinterest gestalt by pinterest pinterest s design language used across products gov uk design system https design system service gov uk by gov uk the gov uk design system is maintained by the government digital service grommet https v2 grommet io repo star https img shields io github stars grommet grommet svg label style social https github com grommet grommet by hp enterprise part design system part framework react that provides accessibility modularity responsiveness and theming hedwig https hedwig docs herokuapp com repo star https img shields io github stars bring hedwig svg label style social https github com bring hedwig by bring posten collection of design components that can be assembled together to build any number of applications help scout style guide http style helpscout com repo star https img shields io github stars helpscout seed base svg label style social https github com helpscout seed base by help scout this style guide is a way to empower members of the help scout team to move quickly and have consistent experience hubspot canvas https canvas hubspot com by hubspot hubspot canvas is the design system that hubspot uses to build products lexicon https lexicondesign io repo star https img shields io github stars liferay lexicon site svg label style social https github com liferay lexicon site by liferay lexicon is a design language that provides a common framework for building interfaces within the liferay product ecosystem lightning design system https www lightningdesignsystem com repo star https img shields io github stars salesforce ux design system svg label style social https github com salesforce ux design system by salesforce the salesforce lightning design system includes the resources to create user interfaces consistent with the salesforce lightning principles design language and best practices mailchimp pattern https ux mailchimp com patterns by mailchimp guidelines by mailchimp for their product line marvel styleguide https marvelapp com styleguide by marvel live inventory of ui components design patterns brand assets and code guidelines for marvel products material design https material io design repo star https img shields io github stars mui org material ui svg label style social https github com mui org material ui by google material is an adaptable system of guidelines components and tools that support the best practices of user interface design mineral ui https mineral ui com repo star https img shields io github stars mineral ui mineral ui svg label style social https github com mineral ui mineral ui a design system for the web that lets you quickly build high quality accessible apps created by ca technologies https www ca com mongodb s ui design system http mongodb design ui design system welcome repo star https img shields io github stars mongodb design svg label style social https github com mongodb design by mongodb the mongodb design system contains the ui building blocks that make up the user experience across all mongodb products morningstar design system http designsystem morningstar com by morningstar a collection of brand visual ux and technical standards built into a central library so that teams can quickly build high quality consistent experiences mozilla protocol https protocol mozilla org repo star https img shields io github stars mozilla protocol svg label style social https github com mozilla protocol by mozilla a design system for mozilla websites nachos https design trello com by trello nachos is trello s design system used across product opattern https ux opower com opattern by opower opattern is a design system and style guide for everyone who creates opower products origami https origami ft com repo star https img shields io github stars financial times origami svg label style social https github com financial times origami by financial times origami is a group of services components and tools used to help build websites pajamas design system https design gitlab com by gitlab also know as gitlab s open source design system acts as resources components and design guidelines behind gitlab pattern library https www futurelearn com pattern library by futurelearn this is the futurelearn design system photon https design firefox com photon repo star https img shields io github stars firefoxux photon svg label style social https github com firefoxux photon by mozilla firefox firefox s photon design system plasma http plasma guide repo star https img shields io github stars wework plasma svg label style social https github com wework plasma by wework plasma is a design system for creating sensible modern interfaces by wework pluralsight design system https design system pluralsight com repo star https img shields io github stars pluralsight design system svg label style social https github com pluralsight design system by pluralsight the ui building blocks for creating a cohesive design across pluralsight products pivotal ui https styleguide pivotal io repo star https img shields io github stars pivotal cf pivotal ui svg label style social https github com pivotal cf pivotal ui by pivotal software pivotal ui is a collection of react components that are styled for the pivotal brand polaris https polaris shopify com repo star https img shields io github stars shopify polaris svg label style social https github com shopify polaris by shopify practical guides to help one understand how to design for the shopify platform using polaris predix design system https www predix ui com home by ge digital the predix design system is built using modern web component standards so developers can start using our building blocks with minimal ramp up pricelineone https pricelinelabs github io design system repo star https img shields io github stars pricelinelabs design system svg label style social https github com pricelinelabs design system by priceline priceline com design system to create a consistently great experience for users primer https styleguide github com primer repo star https img shields io github stars primer css svg label style social https github com primer css by github resources tooling and design guidelines for building websites with primer github s front end framework purple3 https design herokai com purple3 by heroku purple provides guidelines for the aesthetic function and form of user interfaces to provide a consistent experience quickbooks https designsystem quickbooks com by intuit the quickbooks design system mission is to deliver delightful customer experiences that elevate intuit brand ringui https jetbrains github io ring ui repo star https img shields io github stars jetbrains ring ui svg label style social https github com jetbrains ring ui by jetbrains this collection of ui components aims to provide all of the necessary building blocks for web based products built inside jetbrains rizzo https rizzo lonelyplanet com styleguide repo star https img shields io github stars lonelyplanet rizzo svg label style social https github com lonelyplanet rizzo by lonely planet rizzo is the ui layer for lonelyplanet com rizzo also serves lp s header and footer assets and style guide seek style guide https seek oss github io seek style guide by seek repo star https img shields io github stars seek oss seek style guide svg label style social https github com seek oss seek style guide living style guide for seek powered by react webpack css modules and less snacks https instacart github io snacks repo star https img shields io github stars instacart snacks svg label style social https github com instacart snacks by instacart snacks is a javascript and react based component library it has a default theme matching instacart s styles solid https solid buzzfeed com by buzzfeed solid is buzzfeed s css style guide you can read more about solid in blog post https medium com buzzfeed design introducing solid 1c16b1bf4868 b8sqi9a73 sparebank1 designsystem https design sparebank1 no by sparebank1 sparebank1 s common language across disciplines to ensure consistent design in sparebank1 solutions spark design system https sparkdesignsystem com repo star https img shields io github stars sparkdesignsystem spark design system svg label style social https github com sparkdesignsystem spark design system by quicken loans spark design system is a system of patterns and components used to create the user interface for the quicken loans family of fintech products stacks https stackoverflow design repo star https img shields io github stars stackexchange stacks svg label style social https github com stackexchange stacks by stack overflow stacks provides everything you need to quickly design build and ship coherent experiences across all of stack overflow starling design system https design acl com page home by acl the starling design system is an integral part of accomplishing consistency better documented patterns and a vision for our future studyportals styleguide https styleguide studyportals com by studyportals design based on studyportal s design priniples swarm design system https meetup github io swarm design system repo star https img shields io github stars meetup swarm design system svg label style social https github com meetup swarm design system by meetup guidelines for product design at meetup includes our design team s processes and principles as well as visual design uniform http uniform hudl com by hudl uniform is hudl s design system it exists to unify hudl s products through design and code implementation u s web design system https designsystem digital gov repo star https img shields io github stars uswds uswds svg label style social https github com uswds uswds by united states government the u s web design system helps the federal government build fast accessible mobile friendly websites usajobs design system https usajobs github io design system repo star https img shields io github stars usajobs design system svg label style social https github com usajobs design system by usajobs describes the design language and reusable components of usajobs open opportunities and agency talent portal ustyle https ustyle guide repo star https img shields io github stars uswitch ustyle svg label style social https github com uswitch ustyle by uswitch ustyle includes documentation and guidelines relating to uswitch s core design principles vtex styleguide https styleguide vtex com repo star https img shields io github stars vtex styleguide svg label style social https github com vtex styleguide by vtex the vtex design system backed by react component library wonderbly design system http design system lostmy name by wonderbly design system based on wonderbly design principles workday canvas design system https design workday com by workday delve into workday design standards writing guidelines and playbook to create exceptional enterprise experiences zendesk garden https garden zendesk com repo star https img shields io github stars zendeskgarden css components svg label style social https github com zendeskgarden css components by zendesk garden is where user interface components for zendesk products resources agnosticui https www agnosticui com accessible react component primitives that also work with vue 3 svelte and angular github https github com agnosticui agnosticui demo https developtodesign com agnosticui examples awesome ui component library https github com anubhavsrivastava awesome ui component library for component library implementation react vue angular etc for styleguides google design https design google cooperative effort led by a group of designers writers and developers at google to publish original content produce events and foster creative and educational partnerships that advance design and technology contribution suggestions and prs are welcome please read the contribution guidelines contributing md to get started hitcount http hits dwyl io anubhavsrivastava awesome ux design styles svg http hits dwyl io anubhavsrivastava awesome ux design styles license creative commons zero v1 0 universal cc0 http mirrors creativecommons org presskit buttons 88x31 svg cc zero svg https creativecommons org publicdomain zero 1 0 | awesome awesome-list ux-design design-systems ux ux-patterns ux-framework styleguide design-principles design-guideline guidelines | os |
FreeRTOS-GCC-tm4c123glx | about freertos http www freertos org ported to the texas instruments tm4c123glx launchpad http www ti com tool ek tm4c123gxl i e an evaluation board with the ti tm4c123gh6pm http www ti com lit ds symlink tm4c123gh6pm pdf microcontroller based on arm xae cortex m4f the current version is based on freertos 10 4 0 the port will be regularly updated with newer versions of freertos when they are released the port is still at an early development stage and includes only very basic demo tasks more complex tasks will be included in the future prerequisites tiva x2122 c series tm4c123glx launchpad a micro b usb cable usually shipped with a launchpad gnu arm embedded toolchain https developer arm com open source gnu toolchain gnu rm downloads based on gcc see comments in setenv sh for more details about download and installation gnu make lm4tools https github com utzig lm4tools or ti lmflash programmer http www ti com tool lmflashprogrammer to upload images to the launchpad optionally openocd http openocd sourceforge net for debugging see comments in start openocd sh for more details about installation optionally a ftdi or pl2303hx cable supporting 3 3v based ttl level uart signals build a convenience bash script setenv sh is provided to set paths to toolchain s commands and libraries you may edit it and adjust the paths according to your setup to set up the necessary paths simply type setenv sh to build the image with the test application just run make or make rebuild if the build process is successful the image file image bin will be ready to upload to the launchpad run when the image tiva bin is successfully built you may upload it to the launchpad using the simple cross platform cli tool lm4tools https github com utzig lm4tools path to lm4flash image bin alternatively you may use the gui tool ti lmflash programmer http www ti com tool lmflashprogrammer provided by texas instruments it is available for windows only to establish the first serial connection just open a serial terminal program e g hyper terminal gtkterm or minicom and configure the ftdi virtual com port to 115200 bps 8 data bits no parity 1 stop bit to establish the second serial connection connect the ftdi or pl2303hx cable s tx connection to pin b0 its rx connection to pin b1 and the gnd connection to the nearby gnd pin then open another instance of a serial terminal and configure the cable s virtual com port with the same settings as at the first connection if you do not have a ftdi or pl2303hx cable you may open app freertosconfig h set app print uart nr and app recv uart nr both to 0 and rebuild the application in this case it is not necessary to establish the second connection as the entire communication will be performed by the first one application the first serial connection is a debug connection intended to display diagnostic messages only it will display a welcome message and start printing the system s uptime the second serial connection receives characters you send using a keyboard but does not display anything until enter is pressed when this happens it will invert your text and print it in parallel to this a simple light show runs it periodically turns on and off various combinations of built in leds the light show may be paused resumed by pressing the built in switch 1 license all source and header files are licensed under the mit license https www freertos org a00114 html for the avoidance of any doubt refer to the comment included at the top of each source and header file for license and copyright information | os |
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mcs.c | mcs c api void mcs upload datapoint char upload data points to mcs void mcs tcp init void mcs tcp callback char listen the tcp command from mcs void mcs mqtt init void mcs mqtt callback char listen the mqtt from mcs void mcs mqtt upload datapoint char channel char value upload data points to mcs by mqtt usage for tcp please see reference iot sdk demo copy reference iot sdk demo folder to your sdk project mt7687 hdk apps iot sdk demo for mqtt please see reference iot sdk demo mqtt copy reference iot sdk demo mqtt folder to your sdk project mt7687 hdk apps iot sdk demo mqtt more reference projects see here https github com mediatek cloud mcs c examples binding mtk rtos sdk version 4 2 0 sdk | os |
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my-first-repo | my first repo coursera meta database engineering | server |
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inline width 13 height 13 nbsp pandas related project img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 nbsp jax related project br machine learning frameworks a href contents img align right width 15 height 15 src https git io jtehr alt back to top a general purpose machine learning and deep learning frameworks details summary b a href https github com tensorflow tensorflow tensorflow a b 55 180k an open source machine learning framework for everyone code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow tensorflow 4 5k 89k 310k 38k 5 open 19 10 2023 git clone https github com tensorflow tensorflow pypi https pypi org project tensorflow 18m month 15k 26 09 2023 pip install tensorflow conda https anaconda org conda forge tensorflow 4 4m 11 10 2023 conda install c conda forge tensorflow docker hub https hub docker com r tensorflow tensorflow 75m 2 2k 19 10 2023 docker pull tensorflow tensorflow details details summary b a href https github com pytorch pytorch pytorch a b 53 72k tensors and dynamic neural networks in python with strong gpu code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch pytorch 4 4k 19k 26k 330k 38k 33 open 19 10 2023 git clone https github com pytorch pytorch pypi https pypi org project torch 13m month 11k 04 10 2023 pip install torch conda https anaconda org pytorch pytorch 19m 03 10 2023 conda install c pytorch pytorch details details summary b a href https github com scikit learn scikit learn scikit learn a b 52 56k scikit learn machine learning in python code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com scikit learn scikit learn 3k 25k 910 620k 11k 20 open 19 10 2023 git clone https github com scikit learn scikit learn pypi https pypi org project scikit learn 43m month 30k 21 09 2023 pip install scikit learn conda https anaconda org conda forge scikit learn 25m 06 10 2023 conda install c conda forge scikit learn details details summary b a href https github com keras team keras keras a b 46 60k deep learning for humans code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com keras team keras 1 2k 19k 19 12k 3 open 18 10 2023 git clone https github com keras team keras pypi https pypi org project keras 13m month 650 13 10 2023 pip install keras conda https anaconda org conda forge keras 3 3m 28 07 2023 conda install c conda forge keras details details summary b a href https github com apache spark pyspark a b 45 37k apache spark python api code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1n style display inline width 13 height 13 code summary github https github com apache spark 3k 28k 19 10 2023 git clone https github com apache spark pypi https pypi org project pyspark 26m month 1 2k 26 09 2023 pip install pyspark conda https anaconda org conda forge pyspark 2 9m 04 10 2023 conda install c conda forge pyspark details details summary b a href https github com google jax jax a b 45 25k composable transformations of python numpy programs differentiate code a href http bit ly 3nymfla apache 2 a code summary github https github com google jax 590 2 3k 18k 4 9k 31 open 19 10 2023 git clone https github com google jax pypi https pypi org project jax 3 7m month 700 07 10 2023 pip install jax conda https anaconda org conda forge jaxlib 960k 12 10 2023 conda install c conda forge jaxlib details details summary b a href https github com lightning ai lightning pytorch lightning a b 45 25k deep learning framework to train deploy and ship ai code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com lightning ai lightning 910 3k 13k 25k 6 6k 10 open 19 10 2023 git clone https github com lightning ai lightning pypi https pypi org project pytorch lightning 3 9m month 710 12 10 2023 pip install pytorch lightning conda https anaconda org conda forge pytorch lightning 980k 12 10 2023 conda install c conda forge pytorch lightning details details summary b a href https github com paddlepaddle paddle paddlepaddle a b 45 21k parallel distributed deep learning machine learning code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1m style display inline width 13 height 13 code summary github https github com paddlepaddle paddle 1 1k 5 3k 15k 4 1k 18k 11 open 19 10 2023 git clone https github com paddlepaddle paddle pypi https pypi org project paddlepaddle 170k month 76 27 07 2023 pip install paddlepaddle details details summary b a href https github com dmlc xgboost xgboost a b 44 25k scalable portable and distributed gradient boosting gbdt gbrt or code a href http bit ly 3nymfla apache 2 a code summary github https github com dmlc xgboost 630 8 6k 7 3k 69k 5k 7 open 18 10 2023 git clone https github com dmlc xgboost pypi https pypi org project xgboost 11m month 1 7k 12 09 2023 pip install xgboost conda https anaconda org conda forge xgboost 4 3m 12 10 2023 conda install c conda forge xgboost details details summary b a href https github com statsmodels statsmodels statsmodels a b 44 8 9k statsmodels statistical modeling and econometrics in python code a href http bit ly 3akzptv bsd 3 a code summary github https github com statsmodels statsmodels 420 2 8k 29 100k 5 4k 49 open 17 10 2023 git clone https github com statsmodels statsmodels pypi https pypi org project statsmodels 11m month 5 3k 05 05 2023 pip install statsmodels conda https anaconda org conda forge statsmodels 12m 05 10 2023 conda install c conda forge statsmodels details details summary b a href https github com microsoft lightgbm lightgbm a b 43 16k a fast distributed high performance gradient boosting gbt gbdt gbrt code a href http bit ly 34mbwt8 mit a code summary github https github com microsoft lightgbm 290 3 8k 200k 26k 3 2k 10 open 10 10 2023 git clone https github com microsoft lightgbm pypi https pypi org project lightgbm 7m month 810 12 09 2023 pip install lightgbm conda https anaconda org conda forge lightgbm 2 1m 06 10 2023 conda install c conda forge lightgbm details details summary b a href https github com catboost catboost catboost a b 41 7 4k a fast scalable high performance gradient boosting on decision code a href http bit ly 3nymfla apache 2 a code summary github https github com catboost catboost 1 2k 1 1k 190k 11 2 1k 24 open 19 10 2023 git clone https github com catboost catboost pypi https pypi org project catboost 2 1m month 340 19 09 2023 pip install catboost conda https anaconda org conda forge catboost 1 4m 19 09 2023 conda install c conda forge catboost details details summary b a href https github com fastai fastai fastai a b 40 25k the fastai deep learning library code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com fastai fastai 660 7 5k 15k 1 8k 10 open 15 10 2023 git clone https github com fastai fastai pypi https pypi org project fastai 330k month 340 15 10 2023 pip install fastai details details summary b a href https github com jina ai jina jina a b 40 19k build multimodal ai applications with cloud native stack code a href http bit ly 3nymfla apache 2 a code summary github https github com jina ai jina 180 2 2k 1 2k 1 9k 0 open 18 10 2023 git clone https github com jina ai jina pypi https pypi org project jina 82k month 15 06 10 2023 pip install jina conda https anaconda org conda forge jina core 56k 16 06 2023 conda install c conda forge jina core docker hub https hub docker com r jinaai jina 1 3m 8 18 10 2023 docker pull jinaai jina details details summary b a href https github com apache mxnet mxnet a b 38 21k lightweight portable flexible distributed mobile deep code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1x style display inline width 13 height 13 code summary github https github com apache mxnet 980 6 9k 26k 6 8k 9 6k 18 open 26 01 2023 git clone https github com apache incubator mxnet pypi https pypi org project mxnet 340k month 290 17 05 2022 pip install mxnet conda https anaconda org anaconda mxnet 10k 5 16 06 2023 conda install c anaconda mxnet details details summary b a href https github com theano theano theano a b 38 9 8k theano was a python library that allows you to define optimize and code a href http bit ly 3akzptv bsd 3 a code summary github https github com theano theano 390 2 5k 14k 2 8k 24 open 20 12 2022 git clone https github com theano theano pypi https pypi org project theano 380k month 2 8k 27 07 2020 pip install theano conda https anaconda org conda forge theano 2 4m 16 06 2023 conda install c conda forge theano details details summary b a href https github com apache flink pyflink a b 37 22k apache flink python api code a href http bit ly 3nymfla apache 2 a code summary github https github com apache flink 1 8k 12k 19 19 10 2023 git clone https github com apache flink pypi https pypi org project apache flink 140k month 22 27 09 2022 pip install apache flink details details summary b a href https github com unifyai ivy ivy a b 37 14k the unified ai framework code a href http bit ly 3nymfla apache 2 a code summary github https github com unifyai ivy 1 4k 6k 17k 21 open 19 10 2023 git clone https github com unifyai ivy pypi https pypi org project ivy 1 3k month 9 11 10 2023 pip install ivy details details summary b a href https github com google flax flax a b 37 4 8k flax is a neural network library for jax that is designed for code a href http bit ly 3nymfla apache 2 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code summary github https github com google flax 200 540 49 4 6k 830 21 open 18 10 2023 git clone https github com google flax pypi https pypi org project flax 2 2m month 170 13 09 2023 pip install flax conda https anaconda org conda forge flax 36k 16 06 2023 conda install c conda forge flax details details summary b a href https github com pytorch ignite ignite a b 36 4 4k high level library to help with training and evaluating neural code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch ignite 300 600 2 4k 1 3k 12 open 19 10 2023 git clone https github com pytorch ignite pypi https pypi org project pytorch ignite 150k month 43 19 10 2023 pip install pytorch ignite conda https anaconda org pytorch ignite 160k 19 10 2023 conda install c pytorch ignite details details summary b a href https github com explosion thinc thinc a b 36 2 8k a refreshing functional take on deep learning compatible with your favorite code a href http bit ly 34mbwt8 mit a code summary github https github com explosion thinc 63 280 38k 140 13 open 22 09 2023 git clone https github com explosion thinc pypi https pypi org project thinc 6m month 640 22 09 2023 pip install thinc conda https anaconda org conda forge thinc 2 6m 25 09 2023 conda install c conda forge thinc details details summary b a href https github com vowpalwabbit vowpal wabbit vowpal wabbit a b 35 8 3k vowpal wabbit is a machine learning system which pushes the code a href http bit ly 3akzptv bsd 3 a code summary github https github com vowpalwabbit vowpal wabbit 330 2k 1 3k 10 open 17 10 2023 git clone https github com vowpalwabbit vowpal wabbit pypi https pypi org project vowpalwabbit 120k month 34 19 07 2023 pip install vowpalwabbit conda https anaconda org conda forge vowpalwabbit 130k 08 10 2023 conda install c conda forge vowpalwabbit details details summary b a href https github com arogozhnikov einops einops a b 35 7 3k deep learning operations reinvented for pytorch tensorflow jax and code a href http bit ly 34mbwt8 mit a code summary github https github com arogozhnikov einops 24 310 19k 150 19 open 11 10 2023 git clone https github com arogozhnikov einops pypi https pypi org project einops 4 3m month 680 01 10 2023 pip install einops conda https anaconda org conda forge einops 160k 01 10 2023 conda install c conda forge einops details details summary b a href https github com ludwig ai ludwig ludwig a b 34 10k low code framework for building custom llms neural networks and code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com ludwig ai ludwig 140 1 1k 200 1 1k 31 open 19 10 2023 git clone https github com ludwig ai ludwig pypi https pypi org project ludwig 6 6k month 9 13 10 2023 pip install ludwig details details summary b a href https github com chainer chainer chainer a b 34 5 8k a flexible framework of neural networks for deep learning code a href http bit ly 34mbwt8 mit a code summary github https github com chainer chainer 330 1 3k 3 1k 2k 0 open 17 10 2022 git clone https github com chainer chainer pypi https pypi org project chainer 16k month pip install chainer conda https anaconda org conda forge chainer 16k 16 06 2023 conda install c conda forge chainer details details summary b a href https github com tensorpack tensorpack tensorpack a b 32 6 3k a neural net training interface on tensorflow with focus code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorpack tensorpack 58 1 8k 160 1 4k 1 4k 0 open 06 08 2023 git clone https github com tensorpack tensorpack pypi https pypi org project tensorpack 15k month 47 04 09 2018 pip install tensorpack conda https anaconda org conda forge tensorpack 10k 16 06 2023 conda install c conda forge tensorpack details details summary b a href https github com skorch dev skorch skorch a b 32 5 4k a scikit learn compatible neural network library that wraps code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com skorch dev skorch 60 360 970 490 9 open 07 09 2023 git clone https github com skorch dev skorch pypi https pypi org project skorch 67k month 48 04 09 2023 pip install skorch conda https anaconda org conda forge skorch 780k 06 09 2023 conda install c conda forge skorch details details summary b a href https github com mlpack mlpack mlpack a b 32 4 6k mlpack a fast header only c machine learning library code a href http bit ly 3akzptv bsd 3 a code summary github https github com mlpack mlpack 310 1 5k 1 6k 1 open 14 10 2023 git clone https github com mlpack mlpack pypi https pypi org project mlpack 2 9k month 1 07 09 2023 pip install mlpack conda https anaconda org conda forge mlpack 160k 17 06 2023 conda install c conda forge mlpack details details summary b a href https github com google deepmind dm haiku haiku a b 32 2 6k jax based neural network library code a href http bit ly 3nymfla apache 2 a code summary github https github com google deepmind dm haiku 79 220 1 5k 280 38 open 15 09 2023 git clone https github com deepmind dm haiku pypi https pypi org project dm haiku 250k month 67 14 07 2023 pip install dm haiku conda https anaconda org conda forge dm haiku 13k 14 07 2023 conda install c conda forge dm haiku details details summary b a href https github com georgia tech db evadb evadb a b 32 2 4k database system for ai powered apps code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com georgia tech db evadb 66 210 410k 71 270 23 open 19 10 2023 git clone https github com georgia tech db eva pypi https pypi org project evadb 1 9k month 18 10 2023 pip install evadb details details summary b a href https github com google deepmind sonnet sonnet a b 31 9 6k tensorflow based neural network library code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com google deepmind sonnet 58 1 4k 1 2k 190 17 open 21 07 2023 git clone https github com deepmind sonnet pypi https pypi org project dm sonnet 15k month 52 27 03 2020 pip install dm sonnet conda https anaconda org conda forge sonnet 26k 16 06 2023 conda install c conda forge sonnet details details summary b a href https github com rocmsoftwareplatform tensorflow upstream tensorflow upstream a b 31 660 tensorflow rocm port code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com rocmsoftwareplatform tensorflow upstream 4 5k 79 21 370 25 open 13 10 2023 git clone https github com rocmsoftwareplatform tensorflow upstream pypi https pypi org project tensorflow rocm 3 6k month 5 04 10 2023 pip install tensorflow rocm details details summary b a href https github com determined ai determined determined a b 30 2 5k determined is an open source machine learning platform code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com determined ai determined 100 310 7 4k 430 29 open 18 10 2023 git clone https github com determined ai determined pypi https pypi org project determined 16k month 4 18 10 2023 pip install determined details details summary b a href https github com amaiya ktrain ktrain a b 30 1 2k ktrain is a python library that makes deep learning and ai more code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com amaiya ktrain 16 270 460 480 0 open 05 09 2023 git clone https github com amaiya ktrain pypi https pypi org project ktrain 20k month 3 05 09 2023 pip install ktrain details details summary b a href https github com sony nnabla neural network libraries a b 29 2 6k neural network libraries code a href http bit ly 3nymfla apache 2 a code summary github https github com sony nnabla 73 340 910 93 36 open 10 10 2023 git clone https github com sony nnabla pypi https pypi org project nnabla 3 7k month 54 01 05 2022 pip install nnabla details details summary b a href https github com geomstats geomstats geomstats a b 29 1k computations and statistics on manifolds with geometric structures code a href http bit ly 34mbwt8 mit a code summary github https github com geomstats geomstats 83 220 83 540 38 open 21 09 2023 git clone https github com geomstats geomstats pypi https pypi org project geomstats 1 4k month 3 30 08 2023 pip install geomstats conda https anaconda org conda forge geomstats 1 8k 30 08 2023 conda install c conda forge geomstats details details summary b a href https github com google neural tangents neural tangents a b 27 2 1k fast and easy infinite neural networks in python code a href http bit ly 3nymfla apache 2 a code summary github https github com google neural tangents 27 230 330 82 150 40 open 30 09 2023 git clone https github com google neural tangents pypi https pypi org project neural tangents 2 1k month 1 24 08 2023 pip install neural tangents details details summary b a href https github com pyriemann pyriemann pyriemann a b 27 530 machine learning for multivariate data analysis through the code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com pyriemann pyriemann 28 150 280 100 7 open 13 10 2023 git clone https github com pyriemann pyriemann pypi https pypi org project pyriemann 26k month 17 17 07 2022 pip install pyriemann conda https anaconda org conda forge pyriemann 4 3k 20 06 2023 conda install c conda forge pyriemann details details summary b a href https github com towhee io towhee towhee a b 26 2 8k towhee is a framework that is dedicated to making neural data code a href http bit ly 3nymfla apache 2 a code summary github https github com towhee io towhee 33 240 2 6k 650 1 open 15 09 2023 git clone https github com towhee io towhee pypi https pypi org project towhee 7 1k month 14 09 2023 pip install towhee details details summary b a href https github com nubank fklearn fklearn a b 24 1 5k fklearn functional machine learning code a href http bit ly 3nymfla apache 2 a code summary github https github com nubank fklearn 53 160 13 64 60 open 15 10 2023 git clone https github com nubank fklearn pypi https pypi org project fklearn 2 4k month 16 08 2023 pip install fklearn details details summary b a href https github com itdxer neupy neupy a b 24 740 neupy is a tensorflow based python library for prototyping and building code a href http bit ly 34mbwt8 mit a code summary github https github com itdxer neupy 8 160 160 270 12 open 03 01 2023 git clone https github com itdxer neupy pypi https pypi org project neupy 5 5k month 13 04 04 2019 pip install neupy details details summary b a href https github com neoml lib neoml neoml a b 23 740 machine learning framework for both deep learning and traditional code a href http bit ly 3nymfla apache 2 a code summary github https github com neoml lib neoml 34 120 83 39 open 17 10 2023 git clone https github com neoml lib neoml pypi https pypi org project neoml 600 month 19 09 2023 pip install neoml details details summary b a href https github com google objax objax a b 23 740 objax is a machine learning framework that provides an object code a href http bit ly 3nymfla apache 2 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code summary github https github com google objax 26 74 41 110 44 open 12 06 2023 git clone https github com google objax pypi https pypi org project objax 520 month 5 31 01 2022 pip install objax details details summary b a href https github com xtra computing thundersvm thundersvm a b 20 1 5k thundersvm a fast svm library on gpus and cpus code a href http bit ly 3nymfla apache 2 a code summary github https github com xtra computing thundersvm 35 210 2 7k 220 32 open 15 09 2023 git clone https github com xtra computing thundersvm pypi https pypi org project thundersvm 330 month 13 03 2020 pip install thundersvm details details summary b a href https github com serengil chefboost chefboost a b 19 420 a lightweight decision tree framework supporting regular algorithms code a href http bit ly 34mbwt8 mit a code summary github https github com serengil chefboost 6 95 48 32 15 open 01 10 2023 git clone https github com serengil chefboost pypi https pypi org project chefboost 420 month 16 02 2022 pip install chefboost details details summary b a href https github com xtra computing thundergbm thundergbm a b 17 680 thundergbm fast gbdts and random forests on gpus code a href http bit ly 3nymfla apache 2 a code summary github https github com xtra computing thundergbm 11 87 2 78 46 open 26 09 2023 git clone https github com xtra computing thundergbm pypi https pypi org project thundergbm 160 month 19 09 2022 pip install thundergbm details details summary show 15 hidden projects summary b a href https github com davisking dlib dlib a b 40 12k a toolkit for making real world machine learning and data analysis code a href https tldrlegal com search q bsl 1 0 bsl 1 0 a code b a href https github com mindsdb mindsdb mindsdb a b 33 18k mindsdb connects ai models to datasources code a href http bit ly 2m0xdwt gpl 3 0 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com apple turicreate turi create a b 32 11k turi create simplifies the development of custom machine code a href http bit ly 3akzptv bsd 3 a code b a href https github com clab dynet dynet a b 32 3 4k dynet the dynamic neural network toolkit code a href http bit ly 3nymfla apache 2 a code b a href https github com tflearn tflearn tflearn a b 31 9 6k deep learning library featuring a higher level api for code unlicensed code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com microsoft cntk cntk a b 30 17k microsoft cognitive toolkit cntk an open source deep learning toolkit code a href http bit ly 34mbwt8 mit a code b a href https github com numenta nupic legacy nupic a b 28 6 3k numenta platform for intelligent computing is an implementation of code a href http bit ly 3pwmjo5 agpl 3 0 a code b a href https github com lasagne lasagne lasagne a b 28 3 8k lightweight library to build and train neural networks in theano code a href http bit ly 34mbwt8 mit a code b a href https github com aksnzhy xlearn xlearn a b 26 3 1k high performance easy to use and scalable machine learning ml code a href http bit ly 3nymfla apache 2 a code b a href https github com shogun toolbox shogun shogun a b 26 3k unified and efficient machine learning code a href http bit ly 3akzptv bsd 3 a code b a href https github com xiaomi mace mace a b 22 4 8k mace is a deep learning inference framework optimized for mobile code a href http bit ly 3nymfla apache 2 a code b a href https github com nervanasystems neon neon a b 22 3 9k intel nervana reference deep learning framework committed to best code a href http bit ly 3nymfla apache 2 a code b a href https github com pytorchbearer torchbearer torchbearer a b 21 630 torchbearer a model fitting library for pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com poets ai elegy elegy a b 17 450 a high level api for deep learning in jax code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code b a href https github com facebookresearch starspace starspace a b 16 3 9k learning embeddings for classification retrieval and ranking code a href http bit ly 34mbwt8 mit a code details br data visualization a href contents img align right width 15 height 15 src https git io jtehr alt back to top a general purpose and task specific data visualization libraries details summary b a href https github com matplotlib matplotlib matplotlib a b 50 18k matplotlib plotting with python code a href http bit ly 35wkf7y python 2 0 a code summary github https github com matplotlib matplotlib 1 6k 7k 970k 10k 14 open 19 10 2023 git clone https github com matplotlib matplotlib pypi https pypi org project matplotlib 41m month 62k 15 09 2023 pip install matplotlib conda https anaconda org conda forge matplotlib 21m 12 10 2023 conda install c conda forge matplotlib details details summary b a href https github com bokeh bokeh bokeh a b 45 18k interactive data visualization in the browser from python code a href http bit ly 3akzptv bsd 3 a code summary github https github com bokeh bokeh 670 4 1k 78k 7 5k 10 open 19 10 2023 git clone https github com bokeh bokeh pypi https pypi org project bokeh 3 5m month 3 8k 10 10 2023 pip install bokeh conda https anaconda org conda forge bokeh 13m 11 10 2023 conda install c conda forge bokeh details details summary b a href https github com plotly plotly py plotly a b 44 14k the interactive graphing library for python this project now includes code a href http bit ly 34mbwt8 mit a code summary github https github com plotly plotly py 250 2 4k 210k 2 7k 50 open 12 10 2023 git clone https github com plotly plotly py pypi https pypi org project plotly 11m month pip install plotly conda https anaconda org conda forge plotly 4 9m 15 09 2023 conda install c conda forge plotly npm https www npmjs com package plotlywidget 39k month npm install plotlywidget details details summary b a href https github com mwaskom seaborn seaborn a b 43 11k statistical data visualization in python code a href http bit ly 3akzptv bsd 3 a code summary github https github com mwaskom seaborn 200 1 8k 280 310k 2 4k 4 open 01 10 2023 git clone https github com mwaskom seaborn pypi https pypi org project seaborn 11m month 11k 29 09 2023 pip install seaborn conda https anaconda org conda forge seaborn 7 6m 02 10 2023 conda install c conda forge seaborn details details summary b a href https github com altair viz altair altair a b 42 8 5k declarative statistical visualization library for python code a href http bit ly 3akzptv bsd 3 a code summary github https github com altair viz altair 160 760 89 80k 1 9k 9 open 19 10 2023 git clone https github com altair viz altair pypi https pypi org project altair 15m month 610 03 10 2023 pip install altair conda https anaconda org conda forge altair 2 1m 03 10 2023 conda install c conda forge altair details details summary b a href https github com plotly dash dash a b 40 19k data apps dashboards for python no javascript required code a href http bit ly 34mbwt8 mit a code summary github https github com plotly dash 140 1 9k 53k 1 6k 47 open 11 10 2023 git clone https github com plotly dash pypi https pypi org project dash 2 2m month 1 4k 11 10 2023 pip install dash conda https anaconda org conda forge dash 1 1m 12 10 2023 conda install c conda forge dash details details summary b a href https github com ydataai ydata profiling pandas profiling a b 37 11k 1 line of code data quality profiling exploratory code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code code img src https git io jly1s style display inline width 13 height 13 code summary github https github com ydataai ydata profiling 120 1 5k 1 6k 730 25 open 10 10 2023 git clone https github com ydataai pandas profiling pypi https pypi org project pandas profiling 710k month pip install pandas profiling conda https anaconda org conda forge pandas profiling 400k 16 06 2023 conda install c conda forge pandas profiling details details summary b a href https github com pyecharts pyecharts pyecharts a b 36 14k python echarts plotting library code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com pyecharts pyecharts 39 2 8k 3 5k 1 8k 0 open 21 08 2023 git clone https github com pyecharts pyecharts pypi https pypi org project pyecharts 110k month 250 21 08 2023 pip install pyecharts details details summary b a href https github com has2k1 plotnine plotnine a b 35 3 6k a grammar of graphics for python code a href http bit ly 34mbwt8 mit a code summary github https github com has2k1 plotnine 100 200 6k 590 13 open 08 08 2023 git clone https github com has2k1 plotnine pypi https pypi org project plotnine 1 3m month 250 01 09 2023 pip install plotnine conda https anaconda org conda forge plotnine 320k 01 09 2023 conda install c conda forge plotnine details details summary b a href https github com pyqtgraph pyqtgraph pyqtgraph a b 35 3 4k fast data visualization and gui tools for scientific engineering code a href http bit ly 34mbwt8 mit a code summary github https github com pyqtgraph pyqtgraph 260 1k 8 1k 1 2k 29 open 14 10 2023 git clone https github com pyqtgraph pyqtgraph pypi https pypi org project pyqtgraph 160k month 940 29 09 2022 pip install pyqtgraph conda https anaconda org conda forge pyqtgraph 480k 16 06 2023 conda install c conda forge pyqtgraph details details summary b a href https github com vispy vispy vispy a b 35 3 1k high performance interactive 2d 3d data visualization library code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com vispy vispy 190 610 1 3k 1 4k 22 open 09 10 2023 git clone https github com vispy vispy pypi https pypi org project vispy 73k month 130 03 10 2023 pip install vispy conda https anaconda org conda forge vispy 440k 04 10 2023 conda install c conda forge vispy npm https www npmjs com package vispy 16 month 1 15 03 2020 npm install vispy details details summary b a href https github com pyvista pyvista pyvista a b 35 2k 3d plotting and mesh analysis through a streamlined interface for the code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com pyvista pyvista 150 380 780 2 3k 1 3k 27 open 19 10 2023 git clone https github com pyvista pyvista pypi https pypi org project pyvista 210k month 220 07 10 2023 pip install pyvista conda https anaconda org conda forge pyvista 410k 07 10 2023 conda install c conda forge pyvista details details summary b a href https github com voxel51 fiftyone fiftyone a b 34 5 3k visualize create and debug image and video datasets code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com voxel51 fiftyone 96 420 410 1 4k 34 open 19 10 2023 git clone https github com voxel51 fiftyone pypi https pypi org project fiftyone 42k month 9 06 10 2023 pip install fiftyone details details summary b a href https github com xflr6 graphviz graphviz a b 34 1 5k simple python interface for graphviz code a href http bit ly 34mbwt8 mit a code summary github https github com xflr6 graphviz 20 200 55k 160 5 open 16 10 2023 git clone https github com xflr6 graphviz pypi https pypi org project graphviz 7 8m month 3 4k 23 07 2022 pip install graphviz conda https anaconda org anaconda python graphviz 41k 16 06 2023 conda install c anaconda python graphviz details details summary b a href https github com holoviz datashader datashader a b 33 3 1k quickly and accurately render even the largest data code a href http bit ly 3akzptv bsd 3 a code summary github https github com holoviz datashader 54 350 3k 560 21 open 19 10 2023 git clone https github com holoviz datashader pypi https pypi org project datashader 240k month pip install datashader conda https anaconda org conda forge datashader 690k 17 08 2023 conda install c conda forge datashader details details summary b a href https github com holoviz hvplot hvplot a b 32 810 a high level plotting api for pandas dask xarray and networkx built on code a href http bit ly 3akzptv bsd 3 a code summary github https github com holoviz hvplot 43 88 3 8k 670 42 open 16 10 2023 git clone https github com holoviz hvplot pypi https pypi org project hvplot 120k month 93 16 10 2023 pip install hvplot conda https anaconda org conda forge hvplot 480k 16 10 2023 conda install c conda forge hvplot details details summary b a href https github com finos perspective perspective a b 31 6 8k a data visualization and analytics component especially code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com finos perspective 92 840 1 4k 100 670 14 open 18 10 2023 git clone https github com finos perspective pypi https pypi org project perspective python 7k month pip install perspective python conda https anaconda org conda forge perspective 460k 09 10 2023 conda install c conda forge perspective npm https www npmjs com package finos perspective jupyterlab 2 4k month 3 08 10 2023 npm install finos perspective jupyterlab details details summary b a href https github com man group dtale d tale a b 31 4 3k visualizer for pandas data structures code a href https tldrlegal com search q lgpl 2 1 lgpl 2 1 a code code img src https git io jly1s style display inline width 13 height 13 code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com man group dtale 30 350 890 540 9 open 18 10 2023 git clone https github com man group dtale pypi https pypi org project dtale 110k month 21 02 10 2023 pip install dtale conda https anaconda org conda forge dtale 250k 02 10 2023 conda install c conda forge dtale details details summary b a href https github com holoviz holoviews holoviews a b 31 2 5k with holoviews your data visualizes itself code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com holoviz holoviews 140 370 3 1k 32 open 18 10 2023 git clone https github com holoviz holoviews pypi https pypi org project holoviews 310k month pip install holoviews conda https anaconda org conda forge holoviews 1 4m 19 10 2023 conda install c conda forge holoviews npm https www npmjs com package pyviz jupyterlab pyviz 1 1k month npm install pyviz jupyterlab pyviz details details summary b a href https github com jetbrains lets plot lets plot a b 31 1 2k multiplatform plotting library based on grammar of graphics code a href http bit ly 34mbwt8 mit a code summary github https github com jetbrains lets plot 20 48 540 48 440 26 open 19 10 2023 git clone https github com jetbrains lets plot pypi https pypi org project lets plot 29k month 1 13 09 2023 pip install lets plot details details summary b a href https github com amueller word cloud wordcloud a b 30 9 7k a little word cloud generator in python code a href http bit ly 34mbwt8 mit a code summary github https github com amueller word cloud 69 2 3k 19 500 18 open 04 10 2023 git clone https github com amueller word cloud pypi https pypi org project wordcloud 1 4m month pip install wordcloud conda https anaconda org conda forge wordcloud 440k 07 07 2023 conda install c conda forge wordcloud details details summary b a href https github com lmcinnes umap umap a b 30 6 5k uniform manifold approximation and projection code a href http bit ly 3akzptv bsd 3 a code summary github https github com lmcinnes umap 130 720 1 740 55 open 17 10 2023 git clone https github com lmcinnes umap pypi https pypi org project umap learn 990k month pip install umap learn conda https anaconda org conda forge umap learn 2 2m 16 09 2023 conda install c conda forge umap learn details details summary b a href https github com bqplot bqplot bqplot a b 30 3 5k plotting library for ipython jupyter notebooks code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com bqplot bqplot 64 480 49 620 40 open 04 10 2023 git clone https github com bqplot bqplot pypi https pypi org project bqplot 140k month 100 17 10 2023 pip install bqplot conda https anaconda org conda forge bqplot 1 2m 12 07 2023 conda install c conda forge bqplot npm https www npmjs com package bqplot 5 2k month 16 17 10 2023 npm install bqplot details details summary b a href https github com pair code facets facets overview a b 29 7 2k visualizations for machine learning datasets code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com pair code facets 31 910 200 160 50 open 24 05 2023 git clone https github com pair code facets pypi https pypi org project facets overview 210k month 8 24 05 2023 pip install facets overview details details summary b a href https github com fbdesignpro sweetviz sweetviz a b 29 2 6k visualize and compare datasets target values and associations with one code a href http bit ly 34mbwt8 mit a code summary github https github com fbdesignpro sweetviz 9 260 1 7k 130 33 open 26 09 2023 git clone https github com fbdesignpro sweetviz pypi https pypi org project sweetviz 70k month 12 26 08 2023 pip install sweetviz conda https anaconda org conda forge sweetviz 26k 28 08 2023 conda install c conda forge sweetviz details details summary b a href https github com mpld3 mpld3 mpld3 a b 29 2 3k d3 renderings of matplotlib graphics code a href http bit ly 3akzptv bsd 3 a code summary github https github com mpld3 mpld3 51 360 5 1k 360 60 open 10 12 2022 git clone https github com mpld3 mpld3 pypi https pypi org project mpld3 280k month 410 10 12 2022 pip install mpld3 conda https anaconda org conda forge mpld3 190k 16 06 2023 conda install c conda forge mpld3 npm https www npmjs com package mpld3 600 month 8 10 12 2022 npm install mpld3 details details summary b a href https github com tensorflow data validation data validation a b 29 730 library for exploring and validating machine learning code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com tensorflow data validation 25 150 470 750 180 20 open 18 10 2023 git clone https github com tensorflow data validation pypi https pypi org project tensorflow data validation 410k month 30 14 08 2023 pip install tensorflow data validation details details summary b a href https github com residentmario missingno missingno a b 28 3 7k missing data visualization module for python code a href http bit ly 34mbwt8 mit a code summary github https github com residentmario missingno 18 440 13k 130 6 open 26 02 2023 git clone https github com residentmario missingno pypi https pypi org project missingno 390k month pip install missingno conda https anaconda org conda forge missingno 310k 16 06 2023 conda install c conda forge missingno details details summary b a href https github com autoviml autoviz autoviz a b 28 1 5k automatically visualize any dataset any size with a single line of code a href http bit ly 3nymfla apache 2 a code summary github https github com autoviml autoviz 14 180 560 79 3 open 04 07 2023 git clone https github com autoviml autoviz pypi https pypi org project autoviz 290k month 7 03 10 2022 pip install autoviz conda https anaconda org conda forge autoviz 43k 21 07 2023 conda install c conda forge autoviz details details summary b a href https github com jupyter widgets pythreejs pythreejs a b 27 900 a jupyter three js bridge code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com jupyter widgets pythreejs 30 180 27 240 25 open 20 02 2023 git clone https github com jupyter widgets pythreejs pypi https pypi org project pythreejs 62k month 56 20 02 2023 pip install pythreejs conda https anaconda org conda forge pythreejs 510k 16 06 2023 conda install c conda forge pythreejs npm https www npmjs com package jupyter threejs 3 7k month 11 20 02 2023 npm install jupyter threejs details details summary b a href https github com pavlin policar opentsne opentsne a b 26 1 3k extensible parallel implementations of t sne code a href http bit ly 3akzptv bsd 3 a code summary github https github com pavlin policar opentsne 11 150 670 130 1 open 21 08 2023 git clone https github com pavlin policar opentsne pypi https pypi org project opentsne 31k month 15 18 03 2022 pip install opentsne conda https anaconda org conda forge opentsne 230k 16 06 2023 conda install c conda forge opentsne details details summary b a href https github com spotify chartify chartify a b 25 3 4k python library that makes it easy for data scientists to create code a href http bit ly 3nymfla apache 2 a code summary github https github com spotify chartify 25 310 73 80 60 open 12 10 2023 git clone https github com spotify chartify pypi https pypi org project chartify 2 6k month 10 12 10 2023 pip install chartify conda https anaconda org conda forge chartify 29k 16 06 2023 conda install c conda forge chartify details details summary b a href https github com facebookresearch hiplot hiplot a b 25 2 6k hiplot makes understanding high dimensional data easy code a href http bit ly 34mbwt8 mit a code summary github https github com facebookresearch hiplot 9 130 340 92 20 open 19 07 2023 git clone https github com facebookresearch hiplot pypi https pypi org project hiplot 24k month 15 05 07 2022 pip install hiplot conda https anaconda org conda forge hiplot 160k 16 06 2023 conda install c conda forge hiplot details details summary b a href https github com dmitryulyanov multicore tsne multicore tsne a b 25 1 8k parallel t sne implementation with python and torch code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com dmitryulyanov multicore tsne 17 230 410 66 68 open 26 05 2023 git clone https github com dmitryulyanov multicore tsne pypi https pypi org project multicoretsne 31k month 22 09 01 2019 pip install multicoretsne conda https anaconda org conda forge multicore tsne 29k 11 10 2023 conda install c conda forge multicore tsne details details summary b a href https github com predict idlab plotly resampler plotly resampler a b 25 820 visualize large time series data with plotly py code a href http bit ly 34mbwt8 mit a code summary github https github com predict idlab plotly resampler 11 54 610 130 29 open 04 10 2023 git clone https github com predict idlab plotly resampler pypi https pypi org project plotly resampler 330k month pip install plotly resampler conda https anaconda org conda forge plotly resampler 30k 11 08 2023 conda install c conda forge plotly resampler details details summary b a href https github com patrikhlobil pandas bokeh pandas bokeh a b 24 860 bokeh plotting backend for pandas and geopandas code a href http bit ly 34mbwt8 mit a code code img src https git io jly1s style display inline width 13 height 13 code summary github https github com patrikhlobil pandas bokeh 15 110 530 100 33 open 06 03 2023 git clone https github com patrikhlobil pandas bokeh pypi https pypi org project pandas bokeh 26k month 12 11 04 2021 pip install pandas bokeh details details summary b a href https github com marcharper python ternary python ternary a b 23 650 ternary plotting library for python with matplotlib code a href http bit ly 34mbwt8 mit a code summary github https github com marcharper python ternary 27 160 25 150 140 25 open 26 09 2023 git clone https github com marcharper python ternary pypi https pypi org project python ternary 37k month 24 17 02 2021 pip install python ternary conda https anaconda org conda forge python ternary 78k 16 06 2023 conda install c conda forge python ternary details details summary b a href https github com ing bank popmon popmon a b 22 470 monitor the stability of a pandas or spark dataframe code a href http bit ly 34mbwt8 mit a code code img src https git io jly1s style display inline width 13 height 13 code code img src https git io jly1n style display inline width 13 height 13 code summary github https github com ing bank popmon 17 35 120 20 55 27 open 18 07 2023 git clone https github com ing bank popmon pypi https pypi org project popmon 8 2k month 2 18 07 2023 pip install popmon details details summary b a href https github com saucecat pdpbox pdpbox a b 21 780 python partial dependence plot toolbox code a href http bit ly 34mbwt8 mit a code summary github https github com saucecat pdpbox 7 130 65 40 open 05 06 2023 git clone https github com saucecat pdpbox pypi https pypi org project pdpbox 25k month 26 14 03 2021 pip install pdpbox conda https anaconda org conda forge pdpbox 19k 10 06 2023 conda install c conda forge pdpbox details details summary b a href https github com vega ipyvega vega a b 21 360 ipython jupyter notebook module for vega and vega lite code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com vega ipyvega 15 60 2 100 10 open 01 10 2023 git clone https github com vega ipyvega pypi https pypi org project vega 13k month pip install vega conda https anaconda org conda forge vega 570k 16 06 2023 conda install c conda forge vega details details summary b a href https github com beringresearch ivis ivis a b 18 300 dimensionality reduction in very large datasets using siamese code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com beringresearch ivis 10 39 30 59 5 open 11 01 2023 git clone https github com beringresearch ivis pypi https pypi org project ivis 180 month 2 10 03 2022 pip install ivis details details summary show 13 hidden projects summary b a href https github com scitools cartopy cartopy a b 34 1 3k cartopy a cartographic python library with matplotlib support code a href http bit ly 37rvqca lgpl 3 0 a code b a href https github com santosjorge cufflinks cufflinks a b 27 2 9k productivity tools for plotly pandas code a href http bit ly 34mbwt8 mit a code code img src https git io jly1s style display inline width 13 height 13 code b a href https github com contextlab hypertools hypertools a b 26 1 8k a python toolbox for gaining geometric insights into high code a href http bit ly 34mbwt8 mit a code b a href https github com adamerose pandasgui pandasgui a b 23 3k a gui for pandas dataframes code a href https tldrlegal com search q mit 0 mit 0 a code code img src https git io jly1s style display inline width 13 height 13 code b a href https github com nicolaskruchten jupyter pivottablejs pivottablejs a b 23 600 dragndrop pivot tables and charts for jupyter ipython code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code b a href https github com leotac joypy joypy a b 21 500 joyplots in python with matplotlib pandas code a href http bit ly 34mbwt8 mit a code b a href https github com gyli pywaffle pywaffle a b 20 560 make waffle charts in python code a href http bit ly 34mbwt8 mit a code b a href https github com hex inc vegafusion vegafusion a b 20 270 serverside scaling for vega and altair visualizations code a href http bit ly 3akzptv bsd 3 a code b a href https github com t makaro animatplot animatplot a b 18 400 a python package for animating plots build on matplotlib code a href http bit ly 34mbwt8 mit a code b a href https github com zsailer nx altair nx altair a b 16 220 draw interactive networkx graphs with altair code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code b a href https github com data describe data describe data describe a b 15 300 datadescribe pythonic eda accelerator for data code unlicensed code b a href https github com altair viz pdvega pdvega a b 13 340 interactive plotting for pandas using vega lite code a href http bit ly 34mbwt8 mit a code b a href https github com biovault nptsne nptsne a b 12 31 nptsne is a numpy compatible python binary package that offers a code a href http bit ly 3nymfla apache 2 a code details br text data nlp a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for processing cleaning manipulating and analyzing text data as well as libraries for nlp tasks such as language detection fuzzy matching classification seq2seq learning conversational ai keyword extraction and translation details summary b a href https github com huggingface transformers transformers a b 50 110k transformers state of the art machine learning for code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com huggingface transformers 2 2k 22k 140 110k 13k 5 open 19 10 2023 git clone https github com huggingface transformers pypi https pypi org project transformers 18m month 2 4k 18 10 2023 pip install transformers conda https anaconda org conda forge transformers 1 4m 19 10 2023 conda install c conda forge transformers details details summary b a href https github com explosion spacy spacy a b 44 27k industrial strength natural language processing nlp in python code a href http bit ly 34mbwt8 mit a code summary github https github com explosion spacy 740 4 2k 72k 5 5k 1 open 16 10 2023 git clone https github com explosion spacy pypi https pypi org project spacy 6 9m month 2 8k 16 10 2023 pip install spacy conda https anaconda org conda forge spacy 3 3m 10 10 2023 conda install c conda forge spacy details details summary b a href https github com nltk nltk nltk a b 42 12k suite of libraries and programs for symbolic and statistical natural code a href http bit ly 3nymfla apache 2 a code summary github https github com nltk nltk 440 2 8k 230k 1 8k 15 open 28 09 2023 git clone https github com nltk nltk pypi https pypi org project nltk 12m month 13k 02 01 2023 pip install nltk conda https anaconda org conda forge nltk 2 3m 16 06 2023 conda install c conda forge nltk details details summary b a href https github com rare technologies gensim gensim a b 41 15k topic modelling for humans code a href https tldrlegal com search q lgpl 2 1 lgpl 2 1 a code summary github https github com rare technologies gensim 450 4 4k 4 5k 51k 1 8k 21 open 01 10 2023 git clone https github com rare technologies gensim pypi https pypi org project gensim 4m month 3 1k 24 08 2023 pip install gensim conda https anaconda org conda forge gensim 1 2m 24 08 2023 conda install c conda forge gensim details details summary b a href https github com rasahq rasa rasa a b 40 17k open source machine learning framework to automate text and voice code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com rasahq rasa 590 4 4k 3 7k 6 8k 1 open 11 10 2023 git clone https github com rasahq rasa pypi https pypi org project rasa 110k month 66 18 10 2023 pip install rasa details details summary b a href https github com flairnlp flair flair a b 38 13k a very simple framework for state of the art natural language processing code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com flairnlp flair 250 2k 2 8k 2 2k 3 open 12 10 2023 git clone https github com flairnlp flair pypi https pypi org project flair 81k month 87 20 05 2022 pip install flair conda https anaconda org conda forge python flair 21k 23 07 2023 conda install c conda forge python flair details details summary b a href https github com huggingface tokenizers tokenizers a b 38 7 7k fast state of the art tokenizers optimized for research and code a href http bit ly 3nymfla apache 2 a code summary github https github com huggingface tokenizers 80 620 33 45k 830 30 open 19 10 2023 git clone https github com huggingface tokenizers pypi https pypi org project tokenizers 14m month pip install tokenizers conda https anaconda org conda forge tokenizers 1 3m 16 10 2023 conda install c conda forge tokenizers details details summary b a href https github com facebookresearch fairseq fairseq a b 37 28k facebook ai research sequence to sequence toolkit written in python code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch fairseq 420 5 9k 320 2 2k 4k 24 open 10 10 2023 git clone https github com facebookresearch fairseq pypi https pypi org project fairseq 480k month pip install fairseq conda https anaconda org conda forge fairseq 51k 16 06 2023 conda install c conda forge fairseq details details summary b a href https github com deepset ai haystack haystack a b 37 11k llm orchestration framework to build customizable production ready code a href http bit ly 3nymfla apache 2 a code summary github https github com deepset ai haystack 200 1 4k 23 960 2 7k 18 open 19 10 2023 git clone https github com deepset ai haystack pypi https pypi org project haystack 2 2k month 87 03 07 2017 pip install haystack details details summary b a href https github com ukplab sentence transformers sentence transformers a b 36 12k multilingual sentence image embeddings with bert code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com ukplab sentence transformers 120 2 1k 17k 1 8k 56 open 20 09 2023 git clone https github com ukplab sentence transformers pypi https pypi org project sentence transformers 3 1m month 420 26 06 2022 pip install sentence transformers conda https anaconda org conda forge sentence transformers 170k 16 06 2023 conda install c conda forge sentence transformers details details summary b a href https github com nvidia nemo nemo a b 36 8 2k nemo a toolkit for conversational ai code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com nvidia nemo 250 1 8k 84k 19 1 8k 1 open 19 10 2023 git clone https github com nvidia nemo pypi https pypi org project nemo toolkit 40k month pip install nemo toolkit details details summary b a href https github com johnsnowlabs spark nlp spark nlp a b 36 3 5k state of the art natural language processing code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1n style display inline width 13 height 13 code summary github https github com johnsnowlabs spark nlp 110 670 350 830 4 open 10 10 2023 git clone https github com johnsnowlabs spark nlp pypi https pypi org project spark nlp 3 8m month 29 10 10 2023 pip install spark nlp details details summary b a href https github com allenai allennlp allennlp a b 35 12k an open source nlp research library built on pytorch code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com allenai allennlp 260 2 3k 61 3 8k 2 6k 3 open 22 11 2022 git clone https github com allenai allennlp pypi https pypi org project allennlp 46k month 190 18 10 2022 pip install allennlp conda https anaconda org conda forge allennlp 120k 16 06 2023 conda install c conda forge allennlp details details summary b a href https github com facebookresearch parlai parlai a b 35 10k a framework for training and evaluating ai models on a variety of code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch parlai 220 2 1k 220 1 5k 3 open 12 10 2023 git clone https github com facebookresearch parlai pypi https pypi org project parlai 1 7k month 5 20 09 2022 pip install parlai details details summary b a href https github com sloria textblob textblob a b 35 8 7k simple pythonic text processing sentiment analysis part of code a href http bit ly 34mbwt8 mit a code summary github https github com sloria textblob 36 1 1k 110 33k 270 42 open 11 03 2023 git clone https github com sloria textblob pypi https pypi org project textblob 610k month 1 4k 22 10 2021 pip install textblob conda https anaconda org conda forge textblob 240k 16 06 2023 conda install c conda forge textblob details details summary b a href https github com google sentencepiece sentencepiece a b 35 8 3k unsupervised text tokenizer for neural network based text code a href http bit ly 3nymfla apache 2 a code summary github https github com google sentencepiece 78 1k 31k 44k 660 4 open 05 08 2023 git clone https github com google sentencepiece pypi https pypi org project sentencepiece 10m month 810 02 05 2023 pip install sentencepiece conda https anaconda org conda forge sentencepiece 640k 08 10 2023 conda install c conda forge sentencepiece details details summary b a href https github com stanfordnlp stanza stanza a b 35 6 8k stanford nlp python library for tokenization sentence segmentation code a href http bit ly 3nymfla apache 2 a code summary github https github com stanfordnlp stanza 64 890 2 2k 820 9 open 06 10 2023 git clone https github com stanfordnlp stanza pypi https pypi org project stanza 130k month 91 06 10 2023 pip install stanza conda https anaconda org stanfordnlp stanza 7 2k 16 06 2023 conda install c stanfordnlp stanza details details summary b a href https github com tensorflow text tensorflow text a b 35 1 2k making text a first class citizen in tensorflow code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow text 110 300 5 9k 230 29 open 17 10 2023 git clone https github com tensorflow text pypi https pypi org project tensorflow text 3 3m month pip install tensorflow text details details summary b a href https github com facebookresearch fasttext fasttext a b 34 25k library for fast text representation and classification code a href http bit ly 34mbwt8 mit a code summary github https github com facebookresearch fasttext 64 4 6k 5 1k 1 2k 47 open 04 10 2023 git clone https github com facebookresearch fasttext pypi https pypi org project fasttext 1 2m month 220 28 04 2020 pip install fasttext conda https anaconda org conda forge fasttext 66k 26 09 2023 conda install c conda forge fasttext details details summary b a href https github com opennmt opennmt py opennmt a b 34 6 3k open source neural machine translation and large language models code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com opennmt opennmt py 190 2 2k 230 1 4k 1 open 19 10 2023 git clone https github com opennmt opennmt py pypi https pypi org project opennmt py 6 2k month 10 26 09 2023 pip install opennmt py details details summary b a href https github com argilla io argilla rubrix a b 34 2 6k argilla the open source data curation platform for llms code a href http bit ly 3nymfla apache 2 a code summary github https github com argilla io argilla 67 240 2k 1 5k 13 open 19 10 2023 git clone https github com recognai rubrix pypi https pypi org project rubrix 210 month 24 10 2022 pip install rubrix conda https anaconda org conda forge rubrix 27k 16 06 2023 conda install c conda forge rubrix details details summary b a href https github com berriai litellm litellm a b 34 2 1k call all llm apis using the openai format use azure code a href http bit ly 34mbwt8 mit a code code o code code t code code h code code e code code r code code s code summary github https github com berriai litellm 38 160 240 550 26 open 19 10 2023 git clone https github com berriai litellm pypi https pypi org project litellm 160k month 27 18 10 2023 pip install litellm details details summary b a href https github com pytorch text torchtext a b 33 3 4k models data loaders and abstractions for language processing code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch text 150 810 810 37 open 16 10 2023 git clone https github com pytorch text pypi https pypi org project torchtext 370k month 480 04 10 2023 pip install torchtext details details summary b a href https github com jamesturk jellyfish jellyfish a b 33 1 9k a python library for doing approximate and phonetic matching of strings code a href http bit ly 34mbwt8 mit a code summary github https github com jamesturk jellyfish 30 160 7 1k 130 6 open 14 10 2023 git clone https github com jamesturk jellyfish pypi https pypi org project jellyfish 2 3m month 450 18 09 2023 pip install jellyfish conda https anaconda org conda forge jellyfish 720k 25 09 2023 conda install c conda forge jellyfish details details summary b a href https github com snowballstem snowball snowballstemmer a b 33 690 snowball compiler and stemming algorithms code a href http bit ly 3akzptv bsd 3 a code summary github https github com snowballstem snowball 34 170 4 87 35 open 06 10 2023 git clone https github com snowballstem snowball pypi https pypi org project snowballstemmer 11m month 6 8k 16 11 2021 pip install snowballstemmer conda https anaconda org conda forge snowballstemmer 7 3m 16 06 2023 conda install c conda forge snowballstemmer details details summary b a href https github com deeppavlov deeppavlov deeppavlov a b 32 6 4k an open source library for deep learning end to end dialog code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com deeppavlov deeppavlov 76 1 1k 360 630 2 open 17 10 2023 git clone https github com deepmipt deeppavlov pypi https pypi org project deeppavlov 8k month 6 17 10 2023 pip install deeppavlov details details summary b a href https github com allenai scispacy scispacy a b 31 1 5k a full spacy pipeline and models for scientific biomedical documents code a href http bit ly 3nymfla apache 2 a code summary github https github com allenai scispacy 31 200 770 300 10 open 05 10 2023 git clone https github com allenai scispacy pypi https pypi org project scispacy 63k month 30 30 09 2023 pip install scispacy details details summary b a href https github com explosion spacy transformers spacy transformers a b 31 1 3k use pretrained transformers like bert xlnet and gpt 2 code a href http bit ly 34mbwt8 mit a code code spacy code summary github https github com explosion spacy transformers 22 160 1 3k 11 10 2023 git clone https github com explosion spacy transformers pypi https pypi org project spacy transformers 380k month 42 12 10 2023 pip install spacy transformers conda https anaconda org conda forge spacy transformers 23k 13 10 2023 conda install c conda forge spacy transformers details details summary b a href https github com life4 textdistance textdistance a b 30 3 2k compute distance between sequences 30 algorithms pure python code a href http bit ly 34mbwt8 mit a code summary github https github com life4 textdistance 14 250 920 5k 28 09 2023 git clone https github com life4 textdistance pypi https pypi org project textdistance 370k month 63 28 09 2023 pip install textdistance conda https anaconda org conda forge textdistance 480k 16 06 2023 conda install c conda forge textdistance details details summary b a href https github com dmlc gluon nlp gluonnlp a b 30 2 5k toolkit that enables easy text preprocessing datasets code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1x style display inline width 13 height 13 code summary github https github com dmlc gluon nlp 85 520 1 4k 560 46 open 25 12 2022 git clone https github com dmlc gluon nlp pypi https pypi org project gluonnlp 81k month 22 13 08 2020 pip install gluonnlp details details summary b a href https github com dwyl english words english words a b 29 9 4k a text file containing 479k english words for all your code a href http bit ly 3rvuulr unlicense a code summary github https github com dwyl english words 30 1 7k 2 130 73 open 08 11 2022 git clone https github com dwyl english words pypi https pypi org project english words 630k month 8 06 01 2023 pip install english words details details summary b a href https github com dedupeio dedupe dedupe a b 29 3 8k a python library for accurate and scalable fuzzy matching record code a href http bit ly 34mbwt8 mit a code summary github https github com dedupeio dedupe 70 520 300 800 9 open 17 02 2023 git clone https github com dedupeio dedupe pypi https pypi org project dedupe 71k month 49 17 02 2023 pip install dedupe conda https anaconda org conda forge dedupe 40k 16 06 2023 conda install c conda forge dedupe details details summary b a href https github com rspeer python ftfy ftfy a b 29 3 6k fixes mojibake and other glitches in unicode text after the fact code a href http bit ly 34mbwt8 mit a code summary github https github com rspeer python ftfy 18 120 14k 140 11 open 25 10 2022 git clone https github com rspeer python ftfy pypi https pypi org project ftfy 3m month 610 09 02 2022 pip install ftfy conda https anaconda org conda forge ftfy 270k 16 06 2023 conda install c conda forge ftfy details details summary b a href https github com miso belica sumy sumy a b 28 3 3k module for automatic summarization of text documents and html pages code a href http bit ly 3nymfla apache 2 a code summary github https github com miso belica sumy 28 520 2 2k 120 15 open 11 08 2023 git clone https github com miso belica sumy pypi https pypi org project sumy 27k month 110 21 04 2022 pip install sumy conda https anaconda org conda forge sumy 6 9k 16 06 2023 conda install c conda forge sumy details details summary b a href https github com zjunlp deepke deepke a b 28 2 4k an open toolkit for knowledge graph extraction and construction code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com zjunlp deepke 28 560 19 320 1 open 11 10 2023 git clone https github com zjunlp deepke pypi https pypi org project deepke 460 month 21 09 2023 pip install deepke details details summary b a href https github com derwenai pytextrank pytextrank a b 28 2 1k python implementation of textrank algorithms textgraphs for phrase code a href http bit ly 34mbwt8 mit a code summary github https github com derwenai pytextrank 19 310 480 98 7 open 22 08 2023 git clone https github com derwenai pytextrank pypi https pypi org project pytextrank 58k month pip install pytextrank details details summary b a href https github com qdrant qdrant qdrant a b 27 13k qdrant high performance massive scale vector database for the next code a href http bit ly 3nymfla apache 2 a code summary github https github com qdrant qdrant 70 740 1 7k 760 18 open 18 10 2023 git clone https github com qdrant qdrant details details summary b a href https github com fastnlp fastnlp fastnlp a b 27 3k fastnlp a modularized and extensible nlp framework currently code a href http bit ly 3nymfla apache 2 a code summary github https github com fastnlp fastnlp 61 460 74 160 220 28 open 13 12 2022 git clone https github com fastnlp fastnlp pypi https pypi org project fastnlp 21k month 2 31 10 2022 pip install fastnlp details details summary b a href https github com ciphey ciphey ciphey a b 26 14k automatically decrypt encryptions without knowing the key or cipher decode code a href http bit ly 34mbwt8 mit a code summary github https github com ciphey ciphey 48 850 320 17 open 12 10 2023 git clone https github com ciphey ciphey pypi https pypi org project ciphey 45k month 06 06 2021 pip install ciphey docker hub https hub docker com r remnux ciphey 21k 14 14 10 2023 docker pull remnux ciphey details details summary b a href https github com cltk cltk cltk a b 26 800 the classical language toolkit code a href http bit ly 34mbwt8 mit a code summary github https github com cltk cltk 120 320 42 250 560 7 open 06 03 2023 git clone https github com cltk cltk pypi https pypi org project cltk 1k month pip install cltk details details summary b a href https github com ericfillion happy transformer happy transformer a b 26 470 happy transformer makes it easy to fine tune and code a href http bit ly 3nymfla apache 2 a code code huggingface code summary github https github com ericfillion happy transformer 14 60 200 130 14 open 10 08 2023 git clone https github com ericfillion happy transformer pypi https pypi org project happytransformer 3 4k month 5 05 08 2023 pip install happytransformer details details summary b a href https github com facebookresearch pytext pytext a b 25 6 4k a natural language modeling framework based on pytorch code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch pytext 230 820 350 19 220 66 open 17 10 2022 git clone https github com facebookresearch pytext pypi https pypi org project pytext nlp 150 month 1 08 06 2020 pip install pytext nlp details details summary b a href https github com thunlp openprompt openprompt a b 25 3 8k an open source framework for prompt learning code a href http bit ly 3nymfla apache 2 a code summary github https github com thunlp openprompt 22 400 79 240 29 open 06 05 2023 git clone https github com thunlp openprompt pypi https pypi org project openprompt 2 3k month 2 06 07 2022 pip install openprompt details details summary b a href https github com jasonkessler scattertext scattertext a b 25 2 2k beautiful visualizations of how language differs among document code a href http bit ly 3nymfla apache 2 a code summary github https github com jasonkessler scattertext 14 280 440 99 21 open 05 09 2023 git clone https github com jasonkessler scattertext pypi https pypi org project scattertext 9 2k month 10 26 03 2022 pip install scattertext conda https anaconda org conda forge scattertext 85k 16 06 2023 conda install c conda forge scattertext details details summary b a href https github com explosion sense2vec sense2vec a b 25 1 5k contextually keyed word vectors code a href http bit ly 34mbwt8 mit a code summary github https github com explosion sense2vec 19 240 59k 290 110 19 open 20 04 2023 git clone https github com explosion sense2vec pypi https pypi org project sense2vec 13 19 04 2021 pip install sense2vec conda https anaconda org conda forge sense2vec 35k 22 09 2023 conda install c conda forge sense2vec details details summary b a href https github com jbesomi texthero texthero a b 24 2 8k text preprocessing representation and visualization from zero to hero code a href http bit ly 34mbwt8 mit a code summary github https github com jbesomi texthero 21 230 120 140 55 open 29 08 2023 git clone https github com jbesomi texthero pypi https pypi org project texthero 11k month 6 01 07 2021 pip install texthero details details summary b a href https github com petrochukm pytorch nlp pytorch nlp a b 24 2 2k basic utilities for pytorch natural language processing nlp code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com petrochukm pytorch nlp 18 260 580 69 27 open 04 07 2023 git clone https github com petrochukm pytorch nlp pypi https pypi org project pytorch nlp 4 2k month 19 04 11 2019 pip install pytorch nlp details details summary b a href https github com bigscience workshop promptsource promptsource a b 24 2 2k toolkit for creating sharing and using natural language code a href http bit ly 3nymfla apache 2 a code summary github https github com bigscience workshop promptsource 65 290 62 190 25 open 19 10 2023 git clone https github com bigscience workshop promptsource pypi https pypi org project promptsource 3 6k month 1 18 04 2022 pip install promptsource details details summary b a href https github com google research text to text transfer transformer t5 a b 23 5 5k code for the paper exploring the limits of transfer learning with a code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com google research text to text transfer transformer 56 730 450 23 open 02 10 2023 git clone https github com google research text to text transfer transformer pypi https pypi org project t5 17k month 2 18 10 2021 pip install t5 details details summary b a href https github com vkcom youtokentome youtokentome a b 23 910 unsupervised text tokenizer focused on computational efficiency code a href http bit ly 34mbwt8 mit a code summary github https github com vkcom youtokentome 8 78 530 59 54 open 29 03 2023 git clone https github com vkcom youtokentome pypi https pypi org project youtokentome 36k month pip install youtokentome conda https anaconda org conda forge youtokentome 38k 27 09 2023 conda install c conda forge youtokentome details details summary b a href https github com unitaryai detoxify detoxify a b 23 720 trained models code to predict toxic comments on all 3 jigsaw code a href http bit ly 3nymfla apache 2 a code summary github https github com unitaryai detoxify 11 94 290k 420 57 57 open 23 08 2023 git clone https github com unitaryai detoxify pypi https pypi org project detoxify 26k month 10 19 12 2022 pip install detoxify details details summary b a href https github com indicodatasolutions finetune finetune a b 23 690 scikit learn style model finetuning for nlp code a href http bit ly 3postzc mpl 2 0 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com indicodatasolutions finetune 21 77 11 140 15 open 17 10 2023 git clone https github com indicodatasolutions finetune pypi https pypi org project finetune 230 month 2 29 09 2023 pip install finetune details details summary b a href https github com nyu mll jiant jiant a b 22 1 6k jiant is an nlp toolkit code a href http bit ly 34mbwt8 mit a code summary github https github com nyu mll jiant 60 290 3 550 12 open 17 10 2022 git clone https github com nyu mll jiant pypi https pypi org project jiant 62 month 10 05 2021 pip install jiant details details summary b a href https github com awslabs sockeye sockeye a b 22 1 2k sequence to sequence framework with a focus on neural machine code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1x style display inline width 13 height 13 code summary github https github com awslabs sockeye 60 330 17 300 0 open 17 10 2023 git clone https github com awslabs sockeye pypi https pypi org project sockeye 400 month 2 12 06 2017 pip install sockeye details details summary b a href https github com webis de small text small text a b 22 500 active learning for text classification in python code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com webis de small text 4 52 21 41 24 open 19 08 2023 git clone https github com webis de small text pypi https pypi org project small text 340 month 19 08 2023 pip install small text conda https anaconda org conda forge small text 4 5k 19 08 2023 conda install c conda forge small text details details summary b a href https github com utterworks fast bert fast bert a b 21 1 8k super easy library for bert based nlp models code a href http bit ly 3nymfla apache 2 a code summary github https github com utterworks fast bert 36 340 250 62 open 27 07 2023 git clone https github com utterworks fast bert pypi https pypi org project fast bert 1 1k month 2 27 07 2023 pip install fast bert details details summary b a href https github com bytedance lightseq lightseq a b 20 2 9k lightseq a high performance library for sequence processing and code a href http bit ly 3nymfla apache 2 a code summary github https github com bytedance lightseq 17 300 670 280 60 open 10 05 2023 git clone https github com bytedance lightseq pypi https pypi org project lightseq 1 7k month 2 03 11 2022 pip install lightseq details details summary b a href https github com intellabs nlp architect nlp architect a b 20 2 9k a model library for exploring state of the art deep code a href http bit ly 3nymfla apache 2 a code summary github https github com intellabs nlp architect 38 440 9 130 11 open 07 11 2022 git clone https github com intellabs nlp architect pypi https pypi org project nlp architect 71 month pip install nlp architect details details summary b a href https github com unum cloud uform uform a b 19 430 multi modal ai library for multi lingual text image and video code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com unum cloud uform 9 20 7 13 10 2023 git clone https github com unum cloud uform pypi https pypi org project uform 900 month 13 10 2023 pip install uform details details summary b a href https github com dsfsi textaugment textaugment a b 19 340 textaugment text augmentation library code a href http bit ly 34mbwt8 mit a code summary github https github com dsfsi textaugment 8 56 61 64 22 40 open 12 09 2023 git clone https github com dsfsi textaugment pypi https pypi org project textaugment 3 5k month 4 05 11 2020 pip install textaugment details details summary b a href https github com thunlp opennre opennre a b 16 4 1k an open source package for neural relation extraction nre code a href http bit ly 34mbwt8 mit a code summary github https github com thunlp opennre 12 1k 360 2 open 03 01 2023 git clone https github com thunlp opennre details details summary b a href https github com rucaibox textbox textbox a b 15 1k textbox 2 0 is a text generation library with pre trained language models code a href http bit ly 34mbwt8 mit a code summary github https github com rucaibox textbox 18 120 5 70 4 open 18 05 2023 git clone https github com rucaibox textbox pypi https pypi org project textbox 1 month 15 04 2021 pip install textbox details details summary b a href https github com facebookresearch vizseq vizseq a b 14 440 an analysis toolkit for natural language generation translation code a href http bit ly 34mbwt8 mit a code summary github https github com facebookresearch vizseq 3 57 7 16 43 open 10 10 2023 git clone https github com facebookresearch vizseq pypi https pypi org project vizseq 39 month 07 08 2020 pip install vizseq details details summary show 39 hidden projects summary b a href https github com gunthercox chatterbot chatterbot a b 35 14k chatterbot is a machine learning conversational dialog engine code a href http bit ly 3akzptv bsd 3 a code b a href https github com seatgeek fuzzywuzzy fuzzywuzzy a b 33 9k fuzzy string matching in python code a href http bit ly 2kucazr gpl 2 0 a code b a href https github com makcedward nlpaug nlpaug a b 29 4 1k data augmentation for nlp code a href http bit ly 34mbwt8 mit a code b a href https github com chartbeat labs textacy textacy a b 29 2 1k nlp before and after spacy code unlicensed code b a href https github com saffsd langid py langid a b 28 2 2k stand alone language identification system code a href http bit ly 3akzptv bsd 3 a code b a href https github com undertheseanlp underthesea underthesea a b 28 1 2k underthesea vietnamese nlp toolkit code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com vi3k6i5 flashtext flashtext a b 27 5 5k extract keywords from sentence or replace keywords in sentences code a href http bit ly 34mbwt8 mit a code b a href https github com cjhutto vadersentiment vadersentiment a b 27 4 1k vader sentiment analysis vader valence aware dictionary code a href http bit ly 34mbwt8 mit a code b a href https github com abosamoor polyglot polyglot a b 27 2 2k multilingual text nlp processing toolkit code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com deepset ai farm farm a b 27 1 7k fast easy transfer learning for nlp harvesting language code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com snipsco snips nlu snips nlu a b 25 3 8k snips python library to extract meaning from text code a href http bit ly 3nymfla apache 2 a code b a href https github com huggingface neuralcoref neuralcoref a b 25 2 8k fast coreference resolution in spacy with neural networks code a href http bit ly 34mbwt8 mit a code b a href https github com nipunsadvilkar pysbd pysbd a b 25 670 pysbd python sentence boundary disambiguation is a rule based sentence code a href http bit ly 34mbwt8 mit a code b a href https github com mchaput whoosh whoosh a b 25 460 pure python full text search library code a href https tldrlegal com search q bsd 1 clause bsd 1 clause a code b a href https github com minimaxir textgenrnn textgenrnn a b 24 4 9k easily train your own text generating neural network of any code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com ntmc community matchzoo matchzoo a b 23 3 8k facilitating the design comparison and sharing of deep code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com brikerman kashgari kashgari a b 23 2 4k kashgari is a production level nlp transfer learning code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com anhaidgroup deepmatcher deepmatcher a b 22 4 8k python package for performing entity and text matching using code a href http bit ly 3akzptv bsd 3 a code b a href https github com minimaxir gpt 2 simple gpt 2 simple a b 22 3 3k python package to easily retrain openais gpt 2 text code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com asyml texar texar a b 22 2 4k toolkit for machine learning natural language processing and code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com alir3z4 python stop words stop words a b 22 150 get list of common stop words in various languages in python code a href http bit ly 3akzptv bsd 3 a code b a href https github com delta ml delta delta a b 21 1 6k delta is a deep learning based natural language and speech code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com hironsan anago anago a b 21 1 5k bidirectional lstm crf and elmo for named entity recognition code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com vrasneur pyfasttext pyfasttext a b 20 230 yet another python binding for fasttext code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com jaidevd numerizer numerizer a b 20 210 a python module to convert natural language numerics into ints and code a href http bit ly 34mbwt8 mit a code b a href https github com franck dernoncourt neuroner neuroner a b 17 1 7k named entity recognition using neural networks easy to use and code a href http bit ly 34mbwt8 mit a code b a href https github com koursaros ai nboost nboost a b 17 670 nboost is a scalable search api boosting platform for deploying code a href http bit ly 3nymfla apache 2 a code b a href https github com ki6an fastt5 fastt5 a b 17 500 boost inference speed of t5 models by 5x reduce the model size code a href http bit ly 3nymfla apache 2 a code b a href https github com pkshatechnology research camphr camphr a b 17 340 camphr nlp libary for creating pipeline components code a href http bit ly 3nymfla apache 2 a code code spacy code b a href https github com shaypal5 skift skift a b 17 230 scikit learn wrappers for python fasttext code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com textpipe textpipe textpipe a b 16 300 textpipe clean and extract metadata from text code a href http bit ly 34mbwt8 mit a code b a href https github com facebookresearch blink blink a b 15 1 1k entity linker solution code a href http bit ly 34mbwt8 mit a code b a href https github com pytorch translate translate a b 15 800 translate a pytorch language library code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com victordibia neuralqa neuralqa a b 14 220 neuralqa a usable library for question answering on large datasets code a href http bit ly 34mbwt8 mit a code b a href https github com feedly transfer nlp transfernlp a b 13 290 nlp library designed for reproducible experimentation code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com abelriboulot onnxt5 onnx t5 a b 13 240 summarization translation sentiment analysis text generation code a href http bit ly 3nymfla apache 2 a code b a href https github com textvec textvec textvec a b 13 190 text vectorization tool to outperform tfidf for classification code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com martinomensio spacy dbpedia spotlight spacy dbpedia spotlight a b 12 92 a spacy wrapper for dbpedia spotlight code a href http bit ly 34mbwt8 mit a code code spacy code b a href https github com as ideas headliner headliner a b 10 230 easy training and deployment of seq2seq models code unlicensed code details br image data a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for image video processing manipulation and augmentation as well as libraries for computer vision tasks such as facial recognition object detection and classification details summary b a href https github com python pillow pillow pillow a b 47 11k python imaging library fork code a href https tldrlegal com search q pil pil a code summary github https github com python pillow pillow 450 1 9k 1 4m 2 9k 2 open 19 10 2023 git clone https github com python pillow pillow pypi https pypi org project pillow 69m month pip install pillow conda https anaconda org conda forge pillow 34m 16 10 2023 conda install c conda forge pillow details details summary b a href https github com pytorch vision torchvision a b 42 15k datasets transforms and models specific to computer vision code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch vision 560 6 8k 32k 19 3 2k 29 open 18 10 2023 git clone https github com pytorch vision pypi https pypi org project torchvision 8 7m month 4 7k 04 10 2023 pip install torchvision conda https anaconda org conda forge torchvision 890k 02 10 2023 conda install c conda forge torchvision details details summary b a href https github com huggingface pytorch image models pytorch image models a b 41 27k pytorch image models scripts pretrained weights code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com huggingface pytorch image models 120 4 3k 5 6m 17k 810 8 open 19 10 2023 git clone https github com rwightman pytorch image models pypi https pypi org project timm 3 3m month 290 02 09 2023 pip install timm conda https anaconda org conda forge timm 100k 05 09 2023 conda install c conda forge timm details details summary b a href https github com open mmlab mmdetection mmdetection a b 40 26k openmmlab detection toolbox and benchmark code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com open mmlab mmdetection 440 9k 1 8k 7 6k 13 open 12 10 2023 git clone https github com open mmlab mmdetection pypi https pypi org project mmdet 150k month 28 12 10 2023 pip install mmdet details details summary b a href https github com kornia kornia kornia a b 38 8 7k computer vision and robotics library for ai code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com kornia kornia 240 870 840 6 7k 840 29 open 16 10 2023 git clone https github com kornia kornia pypi https pypi org project kornia 2m month 110 02 08 2023 pip install kornia conda https anaconda org conda forge kornia 100k 04 08 2023 conda install c conda forge kornia details details summary b a href https github com imageio imageio imageio a b 38 1 3k python library for reading and writing image data code a href http bit ly 3rqewvr bsd 2 a code summary github https github com imageio imageio 110 270 870 100k 570 16 open 18 10 2023 git clone https github com imageio imageio pypi https pypi org project imageio 18m month 3k 02 10 2023 pip install imageio conda https anaconda org conda forge imageio 5 8m 09 10 2023 conda install c conda forge imageio details details summary b a href https github com zulko moviepy moviepy a b 37 11k video editing with python code a href http bit ly 34mbwt8 mit a code summary github https github com zulko moviepy 160 1 4k 30k 1 4k 25 open 11 07 2023 git clone https github com zulko moviepy pypi https pypi org project moviepy 690k month pip install moviepy conda https anaconda org conda forge moviepy 210k 16 06 2023 conda install c conda forge moviepy details details summary b a href https github com albumentations team albumentations albumentations a b 35 13k fast image augmentation library and an easy to use wrapper code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com albumentations team albumentations 130 1 5k 18k 790 46 open 30 09 2023 git clone https github com albumentations team albumentations pypi https pypi org project albumentations 1m month pip install albumentations conda https anaconda org conda forge albumentations 140k 12 06 2023 conda install c conda forge albumentations details details summary b a href https github com facebookresearch detectron2 detectron2 a b 34 27k detectron2 is a platform for object detection segmentation code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch detectron2 260 6 7k 1 4k 3 4k 10 open 16 10 2023 git clone https github com facebookresearch detectron2 pypi https pypi org project detectron2 6 06 02 2020 pip install detectron2 conda https anaconda org conda forge detectron2 210k 23 06 2023 conda install c conda forge detectron2 details details summary b a href https github com emcconville wand wand a b 34 1 3k the ctypes based simple imagemagick binding for python code a href http bit ly 34mbwt8 mit a code summary github https github com emcconville wand 100 200 27k 17k 410 5 open 21 09 2023 git clone https github com emcconville wand pypi https pypi org project wand 850k month 710 05 01 2023 pip install wand conda https anaconda org conda forge wand 32k 16 06 2023 conda install c conda forge wand details details summary b a href https github com paddlepaddle paddleseg paddleseg a b 33 7 7k easy to use image segmentation library with awesome pre code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1m style display inline width 13 height 13 code summary github https github com paddlepaddle paddleseg 120 1 6k 1k 1 9k 16 open 18 10 2023 git clone https github com paddlepaddle paddleseg pypi https pypi org project paddleseg 1 9k month 4 30 11 2022 pip install paddleseg details details summary b a href https github com opencv opencv python opencv python a b 33 3 8k automated ci toolchain to produce precompiled opencv python code a href http bit ly 34mbwt8 mit a code summary github https github com opencv opencv python 48 740 710 10 open 18 10 2023 git clone https github com opencv opencv python pypi https pypi org project opencv python 11m month 11k 28 09 2023 pip install opencv python details details summary b a href https github com paddlepaddle paddledetection paddledetection a b 31 11k object detection toolkit based on paddlepaddle it code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1m style display inline width 13 height 13 code summary github https github com paddlepaddle paddledetection 150 2 7k 110 5 1k 24 open 27 09 2023 git clone https github com paddlepaddle paddledetection pypi https pypi org project paddledet 640 month pip install paddledet details details summary b a href https github com serengil deepface deepface a b 31 7 7k a lightweight face recognition and facial attribute analysis age code a href http bit ly 34mbwt8 mit a code summary github https github com serengil deepface 46 1 5k 2k 780 1 open 19 10 2023 git clone https github com serengil deepface pypi https pypi org project deepface 57k month 14 24 01 2023 pip install deepface details details summary b a href https github com mindee doctr doctr a b 31 2 2k doctr document text recognition a seamless high code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com mindee doctr 39 280 1 9m 200 280 14 open 17 10 2023 git clone https github com mindee doctr pypi https pypi org project python doctr 13k month 3 09 09 2023 pip install python doctr details details summary b a href https github com lucidrains vit pytorch vit pytorch a b 30 16k implementation of vision transformer a simple way to achieve code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com lucidrains vit pytorch 19 2 5k 320 240 46 open 13 10 2023 git clone https github com lucidrains vit pytorch pypi https pypi org project vit pytorch 17k month 6 13 10 2023 pip install vit pytorch details details summary b a href https github com abhitronix vidgear vidgear a b 30 3k a high performance cross platform video processing python framework code a href http bit ly 3nymfla apache 2 a code summary github https github com abhitronix vidgear 14 230 930 460 270 1 open 10 09 2023 git clone https github com abhitronix vidgear pypi https pypi org project vidgear 13k month 9 10 09 2023 pip install vidgear details details summary b a href https github com johannesbuchner imagehash imagehash a b 30 2 9k a python perceptual image hashing module code a href http bit ly 3rqewvr bsd 2 a code summary github https github com johannesbuchner imagehash 25 320 11k 130 7 open 05 08 2023 git clone https github com johannesbuchner imagehash pypi https pypi org project imagehash 1 4m month 380 28 09 2022 pip install imagehash conda https anaconda org conda forge imagehash 340k 16 06 2023 conda install c conda forge imagehash details details summary b a href https github com lightly ai lightly lightly a b 30 2 6k a python library for self supervised learning on images code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com lightly ai lightly 33 220 170 470 18 open 19 10 2023 git clone https github com lightly ai lightly pypi https pypi org project lightly 55k month 5 04 10 2023 pip install lightly details details summary b a href https github com olafenwamoses imageai imageai a b 29 8 1k a python library built to empower developers to build applications and code a href http bit ly 34mbwt8 mit a code summary github https github com olafenwamoses imageai 19 2 1k 890k 1 5k 730 38 open 26 08 2023 git clone https github com olafenwamoses imageai pypi https pypi org project imageai 7 1k month pip install imageai conda https anaconda org conda forge imageai 6 5k 16 06 2023 conda install c conda forge imageai details details summary b a href https github com 1adrianb face alignment face alignment a b 29 6 5k 2d and 3d face alignment library build using pytorch code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com 1adrianb face alignment 26 1 3k 19 310 24 open 16 08 2023 git clone https github com 1adrianb face alignment pypi https pypi org project face alignment 54k month 10 17 08 2023 pip install face alignment details details summary b a href https github com dmlc gluon cv gluoncv a b 28 5 6k gluon cv toolkit code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1x style display inline width 13 height 13 code summary github https github com dmlc gluon cv 120 1 2k 19 840 7 open 19 01 2023 git clone https github com dmlc gluon cv pypi https pypi org project gluoncv 49k month 61 07 07 2022 pip install gluoncv details details summary b a href https github com cellprofiler cellprofiler cellprofiler a b 28 810 an open source application for biological image analysis code a href http bit ly 3akzptv bsd 3 a code summary github https github com cellprofiler cellprofiler 140 360 6k 20 3 2k 8 open 26 09 2023 git clone https github com cellprofiler cellprofiler pypi https pypi org project cellprofiler 590 month 1 14 08 2023 pip install cellprofiler details details summary b a href https github com mdbloice augmentor augmentor a b 27 5k image augmentation library in python for machine learning code a href http bit ly 34mbwt8 mit a code summary github https github com mdbloice augmentor 23 870 660 210 64 open 29 03 2023 git clone https github com mdbloice augmentor pypi https pypi org project augmentor 11k month 29 27 04 2022 pip install augmentor details details summary b a href https github com obss sahi sahi a b 27 3 1k framework agnostic sliced tiled inference interactive ui error analysis code a href http bit ly 34mbwt8 mit a code summary github https github com obss sahi 31 460 19k 680 26 08 2023 git clone https github com obss sahi pypi https pypi org project sahi 120k month 9 25 06 2022 pip install sahi conda https anaconda org conda forge sahi 50k 16 06 2023 conda install c conda forge sahi details details summary b a href https github com luispedro mahotas mahotas a b 27 810 computer vision in python code a href http bit ly 34mbwt8 mit a code summary github https github com luispedro mahotas 34 150 1 1k 86 24 open 09 06 2023 git clone https github com luispedro mahotas pypi https pypi org project mahotas 8 3k month 130 28 06 2022 pip install mahotas conda https anaconda org conda forge mahotas 390k 26 07 2023 conda install c conda forge mahotas details details summary b a href https github com timesler facenet pytorch facenet pytorch a b 26 3 8k pretrained pytorch face detection mtcnn and facial code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com timesler facenet pytorch 16 800 690k 1 3k 170 36 open 20 09 2023 git clone https github com timesler facenet pytorch pypi https pypi org project facenet pytorch 27k month 19 10 03 2021 pip install facenet pytorch details details summary b a href https github com facebookresearch pytorchvideo pytorchvideo a b 26 3k a deep learning library for video understanding research code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch pytorchvideo 55 360 190 46 open 20 09 2023 git clone https github com facebookresearch pytorchvideo pypi https pypi org project pytorchvideo 84k month 7 20 01 2022 pip install pytorchvideo details details summary b a href https github com tryolabs norfair norfair a b 25 2 2k lightweight python library for adding real time multi object tracking code a href http bit ly 3akzptv bsd 3 a code summary github https github com tryolabs norfair 24 220 290 130 130 4 open 15 05 2023 git clone https github com tryolabs norfair pypi https pypi org project norfair 5 7k month 3 30 05 2022 pip install norfair details details summary b a href https github com idealo imagededup image deduplicator a b 24 4 7k finding duplicate images made easy code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com idealo imagededup 15 420 64 140 35 open 28 04 2023 git clone https github com idealo imagededup pypi https pypi org project imagededup 3 6k month 5 28 04 2023 pip install imagededup details details summary b a href https github com libvips pyvips pyvips a b 24 550 python binding for libvips using cffi code a href http bit ly 34mbwt8 mit a code summary github https github com libvips pyvips 16 48 600 380 40 open 18 10 2023 git clone https github com libvips pyvips pypi https pypi org project pyvips 51k month 46 12 06 2022 pip install pyvips conda https anaconda org conda forge pyvips 68k 26 09 2023 conda install c conda forge pyvips details details summary b a href https github com facebookresearch mmf mmf a b 23 5 3k a modular framework for vision language multimodal research from code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch mmf 110 880 14 780 30 open 18 10 2023 git clone https github com facebookresearch mmf pypi https pypi org project mmf 190 month 1 12 06 2020 pip install mmf details details summary b a href https github com google research kubric kubric a b 23 2k a data generation pipeline for creating semi realistic synthetic multi code a href http bit ly 3nymfla apache 2 a code summary github https github com google research kubric 25 180 3 180 30 open 16 10 2023 git clone https github com google research kubric pypi https pypi org project kubric nightly 4 9k month pip install kubric nightly details details summary b a href https github com airctic icevision icevision a b 23 830 an agnostic computer vision framework pluggable to any code a href http bit ly 3nymfla apache 2 a code summary github https github com airctic icevision 41 140 570 10 open 07 12 2022 git clone https github com airctic icevision pypi https pypi org project icevision 4 6k month 6 10 02 2022 pip install icevision details details summary b a href https github com facebookresearch vissl vissl a b 22 3 1k vissl is fairs library of extensible modular and scalable components code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch vissl 37 320 30 180 42 open 25 08 2023 git clone https github com facebookresearch vissl pypi https pypi org project vissl 220 month 1 02 11 2021 pip install vissl details details summary b a href https github com tensorflow graphics tensorflow graphics a b 22 2 7k tensorflow graphics differentiable graphics layers code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow graphics 39 360 240 61 open 08 08 2023 git clone https github com tensorflow graphics pypi https pypi org project tensorflow graphics 4 7k month 8 03 12 2021 pip install tensorflow graphics details details summary b a href https github com libffcv ffcv ffcv a b 22 2 6k ffcv fast forward computer vision and other ml workloads code a href http bit ly 3nymfla apache 2 a code summary github https github com libffcv ffcv 27 160 32 250 34 open 24 08 2023 git clone https github com libffcv ffcv pypi https pypi org project ffcv 950 month pip install ffcv details details summary b a href https github com facebookresearch classyvision classy vision a b 22 1 6k an end to end pytorch framework for image and video code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch classyvision 77 280 120 45 open 23 03 2023 git clone https github com facebookresearch classyvision pypi https pypi org project classy vision 2 3k month 4 21 03 2023 pip install classy vision conda https anaconda org conda forge classy vision 18k 16 06 2023 conda install c conda forge classy vision details details summary b a href https github com facebookresearch detr de tr a b 21 12k end to end object detection with transformers code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch detr 26 2 1k 19 510 44 open 07 02 2023 git clone https github com facebookresearch detr details details summary b a href https github com facebookresearch slowfast pyslowfast a b 19 6k pyslowfast video understanding codebase from fair for code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch slowfast 31 1 1k 14 630 56 open 19 10 2023 git clone https github com facebookresearch slowfast pypi https pypi org project pyslowfast 11 month pip install pyslowfast details details summary b a href https github com google research scenic scenic a b 19 2 5k scenic a jax library for computer vision research and beyond code a href http bit ly 3nymfla apache 2 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code summary github https github com google research scenic 70 350 250 58 open 18 10 2023 git clone https github com google research scenic details details summary b a href https github com facebookresearch pycls pycls a b 19 2 1k codebase for image classification research written in pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch pycls 19 230 16 80 30 open 26 08 2023 git clone https github com facebookresearch pycls pypi https pypi org project pycls 690 month pip install pycls details details summary b a href https github com jasmcaus caer caer a b 18 720 a lightweight computer vision library scale your models not boilerplate code a href http bit ly 34mbwt8 mit a code summary github https github com jasmcaus caer 8 110 28 15 13 open 01 04 2023 git clone https github com jasmcaus caer pypi https pypi org project caer 2 8k month 2 13 10 2021 pip install caer details details summary show 21 hidden projects summary b a href https github com scikit image scikit image scikit image a b 42 5 6k image processing in python code unlicensed code b a href https github com glfw glfw glfw a b 35 11k a multi platform library for opengl opengl es vulkan window and input code a href https tldrlegal com search q zlib zlib a code b a href https github com aleju imgaug imgaug a b 34 14k image augmentation for machine learning experiments code a href http bit ly 34mbwt8 mit a code b a href https github com deepinsight insightface insightface a b 33 19k state of the art 2d and 3d face analysis project code unlicensed code code img src https git io jly1x style display inline width 13 height 13 code b a href https github com ageitgey face recognition face recognition a b 31 50k the worlds simplest facial recognition api for python code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com facebookresearch pytorch3d pytorch3d a b 29 7 7k pytorch3d is fairs library of reusable components for code unlicensed code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com pyimagesearch imutils imutils a b 29 4 4k a series of convenience functions to make basic image processing code a href http bit ly 34mbwt8 mit a code b a href https github com layout parser layout parser layout parser a b 27 4k a unified toolkit for deep learning based document image code a href http bit ly 3nymfla apache 2 a code b a href https github com ipazc mtcnn mtcnn a b 27 2k mtcnn face detection implementation for tensorflow as a pip package code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com chainer chainercv chainercv a b 27 1 5k chainercv a library for deep learning in computer vision code a href http bit ly 34mbwt8 mit a code b a href https github com qubvel segmentation models segmentation models a b 25 4 4k segmentation models with pretrained backbones keras code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com uploadcare pillow simd pillow simd a b 25 2k the friendly pil fork code a href https tldrlegal com search q pil pil a code b a href https github com idealo image super resolution image super resolution a b 22 4 3k super scale your images and run experiments with code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com tryolabs luminoth luminoth a b 22 2 4k deep learning toolkit for computer vision code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com lucidrains deep daze deep daze a b 21 4 4k simple command line tool for text to image generation using code a href http bit ly 34mbwt8 mit a code b a href https github com hhatto nude py nude py a b 21 920 nudity detection with python code a href http bit ly 34mbwt8 mit a code b a href https github com alankbi detecto detecto a b 20 600 build fully functioning computer vision models with pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com oulu imeds solt solt a b 18 260 streaming over lightweight data transformations code a href http bit ly 34mbwt8 mit a code b a href https github com rhsimplex image match image match a b 17 2 9k quickly search over billions of images code unlicensed code b a href https github com qanastek hugsvision hugsvision a b 16 180 hugsvision is a easy to use huggingface wrapper for state of code a href http bit ly 34mbwt8 mit a code code huggingface code b a href https github com nicolas chaulet torch points3d torch points 3d a b 16 160 pytorch framework for doing deep learning on point code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code details br graph data a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for graph processing clustering embedding and machine learning tasks details summary b a href https github com networkx networkx networkx a b 44 13k network analysis in python code a href http bit ly 3akzptv bsd 3 a code summary github https github com networkx networkx 680 3 1k 65 190k 3 3k 11 open 19 10 2023 git clone https github com networkx networkx pypi https pypi org project networkx 28m month 15k 19 10 2023 pip install networkx conda https anaconda org conda forge networkx 14m 19 10 2023 conda install c conda forge networkx details details summary b a href https github com dmlc dgl dgl a b 39 12k python package built to ease deep learning on graph on top of existing dl code a href http bit ly 3nymfla apache 2 a code summary github https github com dmlc dgl 280 2 9k 160 2 5k 16 open 19 10 2023 git clone https github com dmlc dgl pypi https pypi org project dgl 62k month 76 30 08 2023 pip install dgl details details summary b a href https github com pyg team pytorch geometric pytorch geometric a b 35 19k graph neural network library for pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pyg team pytorch geometric 450 3 3k 3 2k 23 open 19 10 2023 git clone https github com pyg team pytorch geometric pypi https pypi org project torch geometric 210k month pip install torch geometric conda https anaconda org conda forge pytorch geometric 32k 16 06 2023 conda install c conda forge pytorch geometric details details summary b a href https github com graphistry pygraphistry pygraphistry a b 29 1 9k pygraphistry is a python library to quickly load shape code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com graphistry pygraphistry 39 200 100 300 50 open 13 10 2023 git clone https github com graphistry pygraphistry pypi https pypi org project graphistry 2 3k month 5 13 10 2023 pip install graphistry details details summary b a href https github com snap stanford ogb ogb a b 29 1 8k benchmark datasets data loaders and evaluators for graph machine learning code a href http bit ly 34mbwt8 mit a code summary github https github com snap stanford ogb 32 400 1 1k 290 6 open 10 06 2023 git clone https github com snap stanford ogb pypi https pypi org project ogb 24k month 22 02 11 2022 pip install ogb conda https anaconda org conda forge ogb 29k 16 06 2023 conda install c conda forge ogb details details summary b a href https github com paddlepaddle pgl paddle graph learning a b 28 1 5k paddle graph learning pgl is an efficient and code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1m style display inline width 13 height 13 code summary github https github com paddlepaddle pgl 31 310 45 210 42 open 26 09 2023 git clone https github com paddlepaddle pgl pypi https pypi org project pgl 1 6k month 2 26 09 2023 pip install pgl details details summary b a href https github com danielegrattarola spektral spektral a b 27 2 3k graph neural networks with keras and tensorflow 2 code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com danielegrattarola spektral 27 340 230 260 24 open 01 06 2023 git clone https github com danielegrattarola spektral pypi https pypi org project spektral 4 5k month 6 01 06 2023 pip install spektral details details summary b a href https github com benedekrozemberczki pytorch geometric temporal pytorch geometric temporal a b 25 2 3k pytorch geometric temporal spatiotemporal signal code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com benedekrozemberczki pytorch geometric temporal 28 320 170 8 open 01 07 2023 git clone https github com benedekrozemberczki pytorch geometric temporal pypi https pypi org project torch geometric temporal 1 7k month 4 04 09 2022 pip install torch geometric temporal details details summary b a href https github com accenture ampligraph ampligraph a b 25 2k python library for representation learning on knowledge code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com accenture ampligraph 20 230 44 220 13 open 12 07 2023 git clone https github com accenture ampligraph pypi https pypi org project ampligraph 660 month pip install ampligraph details details summary b a href https github com pykeen pykeen pykeen a b 25 1 4k a python library for learning and evaluating knowledge graph embeddings code a href http bit ly 34mbwt8 mit a code summary github https github com pykeen pykeen 36 170 180 510 16 open 07 10 2023 git clone https github com pykeen pykeen pypi https pypi org project pykeen 3 7k month pip install pykeen details details summary b a href https github com eliorc node2vec node2vec a b 24 1 1k implementation of the node2vec algorithm code a href http bit ly 34mbwt8 mit a code summary github https github com eliorc node2vec 12 220 490 90 3 open 29 08 2023 git clone https github com eliorc node2vec pypi https pypi org project node2vec 64k month pip install node2vec conda https anaconda org conda forge node2vec 27k 16 06 2023 conda install c conda forge node2vec details details summary b a href https github com graph4ai graph4nlp graph4nlp a b 21 1 6k graph4nlp is the library for the easy use of graph code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com graph4ai graph4nlp 29 190 170 6 open 13 11 2022 git clone https github com graph4ai graph4nlp pypi https pypi org project graph4nlp 75 month 20 01 2022 pip install graph4nlp details details summary b a href https github com rusty1s pytorch cluster torch cluster a b 21 700 pytorch extension library of optimized graph cluster code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com rusty1s pytorch cluster 32 120 140 15 open 11 10 2023 git clone https github com rusty1s pytorch cluster pypi https pypi org project torch cluster 11k month pip install torch cluster conda https anaconda org conda forge pytorch cluster 80k 18 10 2023 conda install c conda forge pytorch cluster details details summary b a href https github com snap stanford deepsnap deepsnap a b 20 500 python library assists deep learning on graphs code a href http bit ly 34mbwt8 mit a code summary github https github com snap stanford deepsnap 17 51 10 68 44 45 open 27 03 2023 git clone https github com snap stanford deepsnap pypi https pypi org project deepsnap 460 month 1 05 09 2021 pip install deepsnap details details summary b a href https github com google deepmind graph nets graph nets a b 19 5 3k build graph nets in tensorflow code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com google deepmind graph nets 11 770 18 130 5 open 12 12 2022 git clone https github com deepmind graph nets pypi https pypi org project graph nets 880 month pip install graph nets details details summary b a href https github com snap stanford graphgym graphgym a b 18 1 5k platform for designing and evaluating graph neural networks gnn code a href http bit ly 34mbwt8 mit a code summary github https github com snap stanford graphgym 6 160 26 4 42 30 open 14 03 2023 git clone https github com snap stanford graphgym pypi https pypi org project graphgym 73 month 24 03 2022 pip install graphgym details details summary b a href https github com vaticle typedb ml kglib a b 16 550 typedb ml is the machine learning integrations library for typedb code a href http bit ly 3nymfla apache 2 a code summary github https github com vaticle typedb ml 11 98 220 62 17 open 09 11 2022 git clone https github com vaticle kglib pypi https pypi org project grakn kglib 72 month 19 08 2020 pip install grakn kglib details details summary b a href https github com thumnlab autogl autogl a b 15 990 an automl framework toolkit for machine learning on graphs code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com thumnlab autogl 15 110 32 31 open 30 12 2022 git clone https github com thumnlab autogl pypi https pypi org project auto graph learning 2 month 23 12 2020 pip install auto graph learning details details summary b a href https github com thunlp openne openne a b 14 1 7k an open source package for network embedding ne code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com thunlp openne 11 480 100 3 open 02 11 2022 git clone https github com thunlp openne details details summary show 17 hidden projects summary b a href https github com igraph python igraph igraph a b 32 1 2k python interface for igraph code a href http bit ly 2kucazr gpl 2 0 a code b a href https github com stellargraph stellargraph stellargraph a b 28 2 8k stellargraph machine learning on graphs code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com kozea pygal pygal a b 27 2 6k python svg graph plotting library code a href http bit ly 37rvqca lgpl 3 0 a code b a href https github com benedekrozemberczki karateclub karate club a b 24 2k karate club an api oriented open source python framework for code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com divelab dig dig a b 22 1 6k a library for graph deep learning research code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com facebookresearch pytorch biggraph pytorch biggraph a b 21 3 3k generate embeddings from large scale graph structured code unlicensed code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com google deepmind jraph jraph a b 20 1 2k a graph neural network library in jax code a href http bit ly 3nymfla apache 2 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code b a href https github com ibcnservices pyrdf2vec pyrdf2vec a b 20 230 python implementation and extension of rdf2vec code a href http bit ly 34mbwt8 mit a code b a href https github com gsi upm sematch sematch a b 19 410 semantic similarity framework for knowledge graph code a href http bit ly 3nymfla apache 2 a code b a href https github com phanein deepwalk deepwalk a b 18 2 6k deepwalk deep learning for graphs code unlicensed code b a href https github com deepgraph deepgraph deepgraph a b 17 280 analyze data with pandas based networks documentation code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1s style display inline width 13 height 13 code b a href https github com shenweichen graphembedding graphembedding a b 16 3 4k implementation and experiments of graph embedding code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com alibaba euler euler a b 16 2 9k a distributed graph deep learning framework code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com williamleif graphsage graphsage a b 14 3 2k representation learning on large graphs using stochastic code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com microsoft ptgnn ptgnn a b 14 370 a pytorch graph neural network library code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com thunlp openke openke a b 13 3 5k an open source package for knowledge embedding ke code unlicensed code b a href https github com deepgraphlearning graphvite graphvite a b 13 1 2k graphvite a general and high performance graph embedding code a href http bit ly 3nymfla apache 2 a code details br audio data a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for audio analysis manipulation transformation and extraction as well as speech recognition and music generation tasks details summary b a href https github com speechbrain speechbrain speechbrain a b 38 6 7k a pytorch based speech toolkit code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com speechbrain speechbrain 220 1 1k 1k 1k 16 open 17 10 2023 git clone https github com speechbrain speechbrain pypi https pypi org project speechbrain 220k month 14 22 07 2023 pip install speechbrain details details summary b a href https github com espnet espnet espnet a b 37 7 1k end to end speech processing toolkit code a href http bit ly 3nymfla apache 2 a code summary github https github com espnet espnet 380 2k 79 250 2 2k 9 open 17 10 2023 git clone https github com espnet espnet pypi https pypi org project espnet 26k month 5 03 08 2023 pip install espnet details details summary b a href https github com coqui ai tts coqui tts a b 35 21k a deep learning toolkit for text to speech battle code a href http bit ly 3postzc mpl 2 0 a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com coqui ai tts 150 2 3k 1 4m 750 5 open 19 10 2023 git clone https github com coqui ai tts pypi https pypi org project tts 73k month 16 19 10 2023 pip install tts conda https anaconda org conda forge tts 9 8k 16 06 2023 conda install c conda forge tts details details summary b a href https github com pytorch audio torchaudio a b 35 2 2k data manipulation and transformation for audio signal code a href http bit ly 3rqewvr bsd 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch audio 220 600 890 21 open 17 10 2023 git clone https github com pytorch audio pypi https pypi org project torchaudio 1 6m month 440 04 10 2023 pip install torchaudio details details summary b a href https github com jiaaro pydub pydub a b 33 7 7k manipulate audio with a simple and easy high level interface code a href http bit ly 34mbwt8 mit a code summary github https github com jiaaro pydub 95 960 40k 590 54 open 08 12 2022 git clone https github com jiaaro pydub pypi https pypi org project pydub 3m month 1 2k 10 03 2021 pip install pydub conda https anaconda org conda forge pydub 70k 16 06 2023 conda install c conda forge pydub details details summary b a href https github com librosa librosa librosa a b 33 6 2k python library for audio and music analysis code a href http bit ly 3hkkrql isc a code summary github https github com librosa librosa 120 900 1 1k 4 open 19 10 2023 git clone https github com librosa librosa pypi https pypi org project librosa 2m month 1 5k 16 08 2023 pip install librosa conda https anaconda org conda forge librosa 700k 16 08 2023 conda install c conda forge librosa details details summary b a href https github com deezer spleeter spleeter a b 32 24k deezer source separation library including pretrained models code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com deezer spleeter 19 2 6k 2 7m 590 770 27 open 13 07 2023 git clone https github com deezer spleeter pypi https pypi org project spleeter 16k month 6 10 06 2022 pip install spleeter conda https anaconda org conda forge spleeter 79k 16 06 2023 conda install c conda forge spleeter details details summary b a href https github com magenta magenta magenta a b 32 19k magenta music and art generation with machine intelligence code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com magenta magenta 160 3 7k 470 960 38 open 11 07 2023 git clone https github com magenta magenta pypi https pypi org project magenta 2 9k month 38 31 07 2018 pip install magenta details details summary b a href https github com uberi speech recognition speechrecognition a b 32 7 6k speech recognition module for python supporting code a href http bit ly 3akzptv bsd 3 a code summary github https github com uberi speech recognition 49 2 3k 19 600 49 open 13 03 2023 git clone https github com uberi speech recognition pypi https pypi org project speechrecognition 440k month 810 04 12 2022 pip install speechrecognition conda https anaconda org conda forge speechrecognition 170k 16 06 2023 conda install c conda forge speechrecognition details details summary b a href https github com iver56 audiomentations audiomentations a b 30 1 5k a python library for audio data augmentation inspired by code a href http bit ly 34mbwt8 mit a code summary github https github com iver56 audiomentations 24 170 350 170 27 open 05 10 2023 git clone https github com iver56 audiomentations pypi https pypi org project audiomentations 17k month 5 30 08 2023 pip install audiomentations details details summary b a href https github com beetbox audioread audioread a b 30 450 cross library gstreamer core audio mad ffmpeg audio decoding code a href http bit ly 34mbwt8 mit a code summary github https github com beetbox audioread 25 110 16k 89 39 open 17 08 2023 git clone https github com beetbox audioread pypi https pypi org project audioread 1 4m month 360 27 09 2023 pip install audioread conda https anaconda org conda forge audioread 720k 30 09 2023 conda install c conda forge audioread details details summary b a href https github com picovoice porcupine porcupine a b 29 3 2k on device wake word detection powered by deep learning code a href http bit ly 3nymfla apache 2 a code summary github https github com picovoice porcupine 36 440 22 490 0 open 10 10 2023 git clone https github com picovoice porcupine pypi https pypi org project pvporcupine 3 6k month 11 28 06 2022 pip install pvporcupine details details summary b a href https github com cpjku madmom madmom a b 27 1 2k python audio and music signal processing library code a href http bit ly 3akzptv bsd 3 a code summary github https github com cpjku madmom 20 180 370 270 21 open 10 09 2023 git clone https github com cpjku madmom pypi https pypi org project madmom 2 9k month 33 14 11 2018 pip install madmom details details summary b a href https github com devsnd tinytag tinytag a b 26 630 read audio and music meta data and duration of mp3 ogg opus mp4 m4a code a href http bit ly 34mbwt8 mit a code summary github https github com devsnd tinytag 26 99 110 12 open 18 10 2023 git clone https github com devsnd tinytag pypi https pypi org project tinytag 14k month 110 18 10 2023 pip install tinytag details details summary b a href https github com magenta ddsp ddsp a b 25 2 6k ddsp differentiable digital signal processing code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com magenta ddsp 32 300 46 160 24 open 30 06 2023 git clone https github com magenta ddsp pypi https pypi org project ddsp 1 4k month 1 25 05 2022 pip install ddsp conda https anaconda org conda forge ddsp 14k 16 06 2023 conda install c conda forge ddsp details details summary b a href https github com bastibe python soundfile python soundfile a b 24 590 soundfile is an audio library based on libsndfile cffi and code a href http bit ly 3akzptv bsd 3 a code summary github https github com bastibe python soundfile 31 93 16k 230 41 open 14 10 2023 git clone https github com bastibe python soundfile pypi https pypi org project soundfile 1 5m month 170 15 02 2023 pip install soundfile conda https anaconda org anaconda pysoundfile conda install c anaconda pysoundfile details details summary b a href https github com mozilla deepspeech deepspeech a b 22 23k deepspeech is an open source embedded offline on device code a href http bit ly 3postzc mpl 2 0 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com mozilla deepspeech 140 3 8k git clone https github com mozilla deepspeech pypi https pypi org project deepspeech 6 3k month 43 19 12 2020 pip install deepspeech conda https anaconda org conda forge deepspeech 2 3k 16 06 2023 conda install c conda forge deepspeech details details summary b a href https github com kinwaicheuk nnaudio nnaudio a b 20 900 audio processing by using pytorch 1d convolution network code a href http bit ly 34mbwt8 mit a code summary github https github com kinwaicheuk nnaudio 15 86 130 60 30 open 04 09 2023 git clone https github com kinwaicheuk nnaudio pypi https pypi org project nnaudio 4 7k month 3 24 12 2021 pip install nnaudio details details summary b a href https github com facebookresearch textlesslib textlesslib a b 12 460 library for textless spoken language processing code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch textlesslib 8 45 17 47 open 29 08 2023 git clone https github com facebookresearch textlesslib details details summary show 10 hidden projects summary b a href https github com tyiannak pyaudioanalysis pyaudioanalysis a b 29 5 5k python audio analysis library feature extraction code a href http bit ly 3nymfla apache 2 a code b a href https github com aubio aubio aubio a b 28 3k a library for audio and music analysis code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com mtg essentia essentia a b 26 2 5k c library for audio and music analysis description and code a href http bit ly 3pwmjo5 agpl 3 0 a code b a href https github com mozilla tts tts a b 25 8 1k deep learning for text to speech discussion forum code a href http bit ly 3postzc mpl 2 0 a code b a href https github com jameslyons python speech features python speech features a b 25 2 3k this library provides common speech features for asr code a href http bit ly 34mbwt8 mit a code b a href https github com worldveil dejavu dejavu a b 23 6 1k audio fingerprinting and recognition in python code a href http bit ly 34mbwt8 mit a code b a href https github com keunwoochoi kapre kapre a b 21 900 kapre keras audio preprocessors code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com adefossez julius julius a b 20 370 fast pytorch based dsp for audio and 1d signals code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com yomguy timeside timeside a b 20 350 scalable audio processing framework and server written in code a href http bit ly 3pwmjo5 agpl 3 0 a code b a href https github com bmcfee muda muda a b 17 220 a library for augmenting annotated audio data code a href http bit ly 3hkkrql isc a code details br geospatial data a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries to load process analyze and write geographic data as well as libraries for spatial analysis map visualization and geocoding details summary b a href https github com visgl deck gl pydeck a b 42 11k webgl2 powered visualization framework code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com visgl deck gl 240 2k 6 6k 2 8k 8 open 18 10 2023 git clone https github com visgl deck gl pypi https pypi org project pydeck 1 5m month 40 15 04 2023 pip install pydeck conda https anaconda org conda forge pydeck 450k 16 06 2023 conda install c conda forge pydeck npm https www npmjs com package deck gl 510k month 470 18 10 2023 npm install deck gl details details summary b a href https github com geopandas geopandas geopandas a b 39 3 9k python tools for geographic data code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1s style display inline width 13 height 13 code summary github https github com geopandas geopandas 210 820 2 2k 27k 1 5k 23 open 17 10 2023 git clone https github com geopandas geopandas pypi https pypi org project geopandas 6 1m month pip install geopandas conda https anaconda org conda forge geopandas 3 2m 11 10 2023 conda install c conda forge geopandas details details summary b a href https github com python visualization folium folium a b 38 6 4k python data leaflet js maps code a href http bit ly 34mbwt8 mit a code summary github https github com python visualization folium 160 2 2k 30k 1k 5 open 17 10 2023 git clone https github com python visualization folium pypi https pypi org project folium 680k month pip install folium conda https anaconda org conda forge folium 2 4m 16 06 2023 conda install c conda forge folium details details summary b a href https github com shapely shapely shapely a b 38 3 5k manipulation and analysis of geometric objects code a href http bit ly 3akzptv bsd 3 a code summary github https github com shapely shapely 150 540 2 7k 54k 1 1k 20 open 15 10 2023 git clone https github com shapely shapely pypi https pypi org project shapely 15m month 1 1k 12 10 2023 pip install shapely conda https anaconda org conda forge shapely 8 5m 13 10 2023 conda install c conda forge shapely details details summary b a href https github com pyproj4 pyproj pyproj a b 36 930 python interface to proj cartographic projections and coordinate code a href http bit ly 34mbwt8 mit a code summary github https github com pyproj4 pyproj 64 210 24k 580 4 open 21 09 2023 git clone https github com pyproj4 pyproj pypi https pypi org project pyproj 8m month 2k 21 09 2023 pip install pyproj conda https anaconda org conda forge pyproj 6 8m 25 09 2023 conda install c conda forge pyproj details details summary b a href https github com toblerity fiona fiona a b 35 1 1k fiona reads and writes geographic data files code a href http bit ly 3akzptv bsd 3 a code summary github https github com toblerity fiona 71 190 15k 760 3 open 03 10 2023 git clone https github com toblerity fiona pypi https pypi org project fiona 6 4m month pip install fiona conda https anaconda org conda forge fiona 5m 12 10 2023 conda install c conda forge fiona details details summary b a href https github com jupyter widgets ipyleaflet ipyleaflet a b 33 1 4k a jupyter leaflet js bridge code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com jupyter widgets ipyleaflet 85 350 5 6k 590 42 open 09 10 2023 git clone https github com jupyter widgets ipyleaflet pypi https pypi org project ipyleaflet 180k month 160 11 09 2023 pip install ipyleaflet conda https anaconda org conda forge ipyleaflet 1 1m 11 09 2023 conda install c conda forge ipyleaflet npm https www npmjs com package jupyter leaflet 48k month 5 02 06 2023 npm install jupyter leaflet details details summary b a href https github com esri arcgis python api arcgis api a b 31 1 6k documentation and samples for arcgis api for python code a href http bit ly 3nymfla apache 2 a code summary github https github com esri arcgis python api 89 1k 9 4k 3 630 5 open 16 10 2023 git clone https github com esri arcgis python api pypi https pypi org project arcgis 66k month pip install arcgis docker hub https hub docker com r esridocker arcgis api python notebook docker pull esridocker arcgis api python notebook details details summary b a href https github com geopy geopy geopy a b 30 4 1k geocoding library for python code a href http bit ly 34mbwt8 mit a code summary github https github com geopy geopy 130 600 2 270 8 open 27 08 2023 git clone https github com geopy geopy pypi https pypi org project geopy 4 1m month pip install geopy conda https anaconda org conda forge geopy 1 2m 27 08 2023 conda install c conda forge geopy details details summary b a href https github com jazzband geojson geojson a b 28 840 python bindings and utilities for geojson code a href http bit ly 3akzptv bsd 3 a code summary github https github com jazzband geojson 54 120 16k 97 24 open 06 10 2023 git clone https github com jazzband geojson pypi https pypi org project geojson 1 3m month pip install geojson conda https anaconda org conda forge geojson 760k 16 06 2023 conda install c conda forge geojson details details summary b a href https github com holoviz geoviews geoviews a b 27 520 simple concise geographical visualization in python code a href http bit ly 3akzptv bsd 3 a code summary github https github com holoviz geoviews 29 71 780 330 33 open 13 10 2023 git clone https github com holoviz geoviews pypi https pypi org project geoviews 7 4k month 35 20 07 2023 pip install geoviews conda https anaconda org conda forge geoviews 200k 21 07 2023 conda install c conda forge geoviews details details summary b a href https github com pysal pysal pysal a b 25 1 2k pysal python spatial analysis library meta package code a href http bit ly 3akzptv bsd 3 a code summary github https github com pysal pysal 78 280 620 2 open 05 09 2023 git clone https github com pysal pysal pypi https pypi org project pysal 22k month pip install pysal conda https anaconda org conda forge pysal 520k 04 10 2023 conda install c conda forge pysal details details summary b a href https github com earthlab earthpy earthpy a b 25 460 a package built to support working with spatial data using open source code a href http bit ly 3akzptv bsd 3 a code summary github https github com earthlab earthpy 44 150 250 230 10 open 23 08 2023 git clone https github com earthlab earthpy pypi https pypi org project earthpy 4 7k month 17 01 10 2021 pip install earthpy conda https anaconda org conda forge earthpy 69k 16 06 2023 conda install c conda forge earthpy details details summary b a href https github com geospace code pymap3d pymap3d a b 24 330 pure python numpy optional 3d coordinate conversions for geospace code a href http bit ly 3rqewvr bsd 2 a code summary github https github com geospace code pymap3d 15 79 320 53 16 open 05 03 2023 git clone https github com geospace code pymap3d pypi https pypi org project pymap3d 75k month 21 05 03 2023 pip install pymap3d conda https anaconda org conda forge pymap3d 62k 16 06 2023 conda install c conda forge pymap3d details details summary show 8 hidden projects summary b a href https github com rasterio rasterio rasterio a b 35 2k rasterio reads and writes geospatial raster datasets code unlicensed code b a href https github com deniscarriere geocoder geocoder a b 33 1 6k python geocoder code a href http bit ly 34mbwt8 mit a code b a href https github com pytroll satpy satpy a b 31 960 python package for earth observing satellite data processing code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com sentinelsat sentinelsat sentinelsat a b 27 920 search and download copernicus sentinel satellite images code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com pbugnion gmaps gmaps a b 23 760 google maps for jupyter notebooks code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1e style display inline width 13 height 13 code b a href https github com mapbox mapboxgl jupyter mapbox gl a b 23 640 use mapbox gl js to visualize data in a python jupyter notebook code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code b a href https github com marceloprates prettymaps prettymaps a b 21 10k a small set of python functions to draw pretty maps from code a href http bit ly 3pwmjo5 agpl 3 0 a code b a href https github com andrea cuttone geoplotlib geoplotlib a b 18 1k python toolbox for visualizing geographical data and making maps code a href http bit ly 34mbwt8 mit a code details br financial data a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for algorithmic stock crypto trading risk analytics backtesting technical analysis and other tasks on financial data details summary b a href https github com ranaroussi yfinance yfinance a b 39 10k download market data from yahoo finances api code a href http bit ly 3nymfla apache 2 a code summary github https github com ranaroussi yfinance 93 2k 28k 1 2k 14 open 04 10 2023 git clone https github com ranaroussi yfinance pypi https pypi org project yfinance 1 1m month 270 04 10 2023 pip install yfinance conda https anaconda org ranaroussi yfinance 81k 16 06 2023 conda install c ranaroussi yfinance details details summary b a href https github com microsoft qlib qlib a b 31 13k qlib is an ai oriented quantitative investment platform that aims to code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com microsoft qlib 120 2 1k 390 19 810 28 open 15 09 2023 git clone https github com microsoft qlib pypi https pypi org project pyqlib 1 7k month 1 15 06 2022 pip install pyqlib details details summary b a href https github com erdewit ib insync ib insync a b 29 2 4k python sync async framework for interactive brokers api code a href http bit ly 3rqewvr bsd 2 a code summary github https github com erdewit ib insync 36 580 540 0 open 17 10 2023 git clone https github com erdewit ib insync pypi https pypi org project ib insync 32k month 23 21 11 2022 pip install ib insync conda https anaconda org conda forge ib insync 37k 16 06 2023 conda install c conda forge ib insync details details summary b a href https github com pmorissette bt bt a b 29 1 8k bt flexible backtesting for python code a href http bit ly 34mbwt8 mit a code summary github https github com pmorissette bt 28 390 1 6k 330 24 open 04 09 2023 git clone https github com pmorissette bt pypi https pypi org project bt 9k month 27 21 04 2021 pip install bt conda https anaconda org conda forge bt 18k 15 10 2023 conda install c conda forge bt details details summary b a href https github com pmorissette ffn ffn a b 29 1 6k ffn a financial function library for python code a href http bit ly 34mbwt8 mit a code summary github https github com pmorissette ffn 30 270 380 120 18 open 14 09 2023 git clone https github com pmorissette ffn pypi https pypi org project ffn 160k month 30 21 04 2021 pip install ffn conda https anaconda org conda forge ffn 5 7k 15 06 2023 conda install c conda forge ffn details details summary b a href https github com romeltorres alpha vantage alpha vantage a b 28 4k a python wrapper for alpha vantage api for financial data code a href http bit ly 34mbwt8 mit a code summary github https github com romeltorres alpha vantage 42 700 410 280 2 open 25 12 2022 git clone https github com romeltorres alpha vantage pypi https pypi org project alpha vantage 25k month 29 21 12 2020 pip install alpha vantage conda https anaconda org conda forge alpha vantage 5 6k 16 06 2023 conda install c conda forge alpha vantage details details summary b a href https github com jealous stockstats stockstats a b 26 1 2k supply a wrapper stockdataframe based on the code a href http bit ly 3akzptv bsd 3 a code summary github https github com jealous stockstats 9 290 940 120 9 open 30 07 2023 git clone https github com jealous stockstats pypi https pypi org project stockstats 9k month 29 30 07 2023 pip install stockstats details details summary b a href https github com fmilthaler finquant finquant a b 25 1 1k a program for financial portfolio management analysis and optimisation code a href http bit ly 34mbwt8 mit a code summary github https github com fmilthaler finquant 11 160 84 48 33 open 03 09 2023 git clone https github com fmilthaler finquant pypi https pypi org project finquant 1 3k month 04 09 2023 pip install finquant details details summary b a href https github com gbeced pyalgotrade pyalgotrade a b 24 4 2k python algorithmic trading library code a href http bit ly 3nymfla apache 2 a code summary github https github com gbeced pyalgotrade 11 1 4k 170 05 03 2023 git clone https github com gbeced pyalgotrade pypi https pypi org project pyalgotrade 750 month 21 21 08 2018 pip install pyalgotrade details details summary b a href https github com google tf quant finance tf quant finance a b 20 4k high performance tensorflow library for quantitative code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com google tf quant finance 47 530 64 56 open 15 08 2023 git clone https github com google tf quant finance pypi https pypi org project tf quant finance 400 month 2 19 08 2022 pip install tf quant finance details details summary b a href https github com cuemacro finmarketpy finmarketpy a b 20 3 2k python library for backtesting trading strategies analyzing code a href http bit ly 3nymfla apache 2 a code summary github https github com cuemacro finmarketpy 14 480 47 10 28 85 open 26 04 2023 git clone https github com cuemacro finmarketpy pypi https pypi org project finmarketpy 130 month 07 10 2021 pip install finmarketpy details details summary show 14 hidden projects summary b a href https github com quantopian zipline zipline a b 32 17k zipline a pythonic algorithmic trading library code a href http bit ly 3nymfla apache 2 a code b a href https github com quantopian pyfolio pyfolio a b 32 5 2k portfolio and risk analytics in python code a href http bit ly 3nymfla apache 2 a code b a href https github com bashtage arch arch a b 31 1 2k arch models in python code unlicensed code b a href https github com mementum backtrader backtrader a b 29 12k python backtesting library for trading strategies code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com bukosabino ta ta a b 29 3 8k technical analysis library using pandas and numpy code a href http bit ly 34mbwt8 mit a code b a href https github com quantopian empyrical empyrical a b 28 1 1k common financial risk and performance metrics used by code a href http bit ly 3nymfla apache 2 a code b a href https github com quantopian alphalens alphalens a b 26 2 8k performance analysis of predictive alpha stock factors code a href http bit ly 3nymfla apache 2 a code b a href https github com tensortrade org tensortrade tensortrade a b 25 4 3k an open source reinforcement learning framework for code a href http bit ly 3nymfla apache 2 a code b a href https github com scrtlabs catalyst enigma catalyst a b 25 2 4k an algorithmic trading library for crypto assets in code a href http bit ly 3nymfla apache 2 a code b a href https github com peerchemist finta finta a b 23 2k common financial technical indicators implemented in pandas code a href http bit ly 37rvqca lgpl 3 0 a code b a href https github com cryptosignal crypto signal crypto signals a b 22 4 5k github com cryptosignal trading technical analysis bot code a href http bit ly 34mbwt8 mit a code b a href https github com kernc backtesting py backtesting py a b 22 4 1k backtest trading strategies in python code a href http bit ly 3pwmjo5 agpl 3 0 a code b a href https github com tradytics surpriver surpriver a b 12 1 6k find big moving stocks before they move using machine code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com alvarobartt pyrtfolio pyrtfolio a b 8 140 python package to generate stock portfolios code a href http bit ly 2m0xdwt gpl 3 0 a code details br time series data a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for forecasting anomaly detection feature extraction and machine learning on time series and sequential data details summary b a href https github com sktime sktime sktime a b 39 7k a unified framework for machine learning with time series code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com sktime sktime 300 1 2k 84 1 8k 2k 34 open 16 10 2023 git clone https github com alan turing institute sktime pypi https pypi org project sktime 760k month 55 13 10 2023 pip install sktime conda https anaconda org conda forge sktime all extras 910k 19 10 2023 conda install c conda forge sktime all extras details details summary b a href https github com facebook prophet prophet a b 36 17k tool for producing high quality forecasts for time series data that has code a href http bit ly 34mbwt8 mit a code summary github https github com facebook prophet 170 4 4k 2 1k 19 2 1k 18 open 18 10 2023 git clone https github com facebook prophet pypi https pypi org project fbprophet 890k month 130 05 09 2020 pip install fbprophet conda https anaconda org conda forge prophet 1 1m 10 10 2023 conda install c conda forge prophet details details summary b a href https github com tslearn team tslearn tslearn a b 33 2 6k a machine learning toolkit dedicated to time series data code a href http bit ly 3rqewvr bsd 2 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com tslearn team tslearn 43 320 980 310 38 open 17 10 2023 git clone https github com tslearn team tslearn pypi https pypi org project tslearn 290k month 45 21 08 2023 pip install tslearn conda https anaconda org conda forge tslearn 1 3m 21 08 2023 conda install c conda forge tslearn details details summary b a href https github com ourownstory neural prophet neuralprophet a b 32 3 3k neuralprophet a simple forecasting package code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com ourownstory neural prophet 45 430 310 490 8 open 19 10 2023 git clone https github com ourownstory neural prophet pypi https pypi org project neuralprophet 74k month 3 19 09 2023 pip install neuralprophet details details summary b a href https github com tdameritrade stumpy stumpy a b 32 2 8k stumpy is a powerful and scalable python library for modern time series code a href http bit ly 3akzptv bsd 3 a code summary github https github com tdameritrade stumpy 35 270 540 450 11 open 17 10 2023 git clone https github com tdameritrade stumpy pypi https pypi org project stumpy 240k month 15 21 08 2023 pip install stumpy conda https anaconda org conda forge stumpy 940k 21 08 2023 conda install c conda forge stumpy details details summary b a href https github com blue yonder tsfresh tsfresh a b 31 7 8k automatic extraction of relevant features from time series code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com blue yonder tsfresh 90 1 2k 19 530 11 open 09 10 2023 git clone https github com blue yonder tsfresh pypi https pypi org project tsfresh 240k month 75 21 12 2021 pip install tsfresh conda https anaconda org conda forge tsfresh 1 3m 30 07 2023 conda install c conda forge tsfresh details details summary b a href https github com unit8co darts darts a b 31 6 5k a python library for user friendly forecasting and anomaly detection code a href http bit ly 3nymfla apache 2 a code summary github https github com unit8co darts 100 720 390 1 2k 20 open 13 10 2023 git clone https github com unit8co darts pypi https pypi org project u8darts 13k month 5 16 09 2023 pip install u8darts conda https anaconda org conda forge u8darts all 37k 16 09 2023 conda install c conda forge u8darts all docker hub https hub docker com r unit8 darts 410 16 09 2023 docker pull unit8 darts details details summary b a href https github com awslabs gluonts gluonts a b 31 3 8k probabilistic time series modeling in python code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1x style display inline width 13 height 13 code summary github https github com awslabs gluonts 110 740 880 30 open 16 10 2023 git clone https github com awslabs gluon ts pypi https pypi org project gluonts 230k month 13 18 10 2023 pip install gluonts conda https anaconda org anaconda gluonts 580 23 06 2023 conda install c anaconda gluonts details details summary b a href https github com alkaline ml pmdarima pmdarima a b 31 1 4k a statistical library designed to fill the void in pythons time series code a href http bit ly 34mbwt8 mit a code summary github https github com alkaline ml pmdarima 22 230 6 4k 320 15 open 16 10 2023 git clone https github com alkaline ml pmdarima pypi https pypi org project pmdarima 1 6m month 81 15 03 2023 pip install pmdarima conda https anaconda org conda forge pmdarima 1m 16 06 2023 conda install c conda forge pmdarima details details summary b a href https github com nixtla statsforecast statsforecast a b 30 3 1k lightning fast forecasting with statistical and econometric code a href http bit ly 3nymfla apache 2 a code summary github https github com nixtla statsforecast 32 210 520 240 43 open 16 10 2023 git clone https github com nixtla statsforecast pypi https pypi org project statsforecast 420k month pip install statsforecast conda https anaconda org conda forge statsforecast 52k 25 08 2023 conda install c conda forge statsforecast details details summary b a href https github com jdb78 pytorch forecasting pytorch forecasting a b 29 3 3k time series forecasting with pytorch code a href http bit ly 34mbwt8 mit a code summary github https github com jdb78 pytorch forecasting 43 510 710 60 open 18 10 2023 git clone https github com jdb78 pytorch forecasting pypi https pypi org project pytorch forecasting 56k month 10 26 07 2020 pip install pytorch forecasting conda https anaconda org conda forge pytorch forecasting 51k 16 06 2023 conda install c conda forge pytorch forecasting details details summary b a href https github com johannfaouzi pyts pyts a b 28 1 6k a python package for time series classification code a href http bit ly 3akzptv bsd 3 a code summary github https github com johannfaouzi pyts 14 150 480 75 54 open 20 06 2023 git clone https github com johannfaouzi pyts pypi https pypi org project pyts 130k month 19 31 10 2021 pip install pyts conda https anaconda org conda forge pyts 21k 18 06 2023 conda install c conda forge pyts details details summary b a href https github com joaquinamatrodrigo skforecast skforecast a b 28 680 time series forecasting with scikit learn models code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com joaquinamatrodrigo skforecast 8 87 190 97 15 open 15 10 2023 git clone https github com joaquinamatrodrigo skforecast pypi https pypi org project skforecast 35k month 6 26 09 2023 pip install skforecast details details summary b a href https github com python streamz streamz streamz a b 26 1 2k real time stream processing for python code a href http bit ly 3akzptv bsd 3 a code summary github https github com python streamz streamz 48 140 430 260 41 open 22 12 2022 git clone https github com python streamz streamz pypi https pypi org project streamz 17k month 37 27 07 2022 pip install streamz conda https anaconda org conda forge streamz 730k 16 06 2023 conda install c conda forge streamz details details summary b a href https github com fraunhoferportugal tsfel tsfel a b 24 740 an intuitive library to extract features from time series code a href http bit ly 3akzptv bsd 3 a code summary github https github com fraunhoferportugal tsfel 18 130 96 66 7 open 22 08 2023 git clone https github com fraunhoferportugal tsfel pypi https pypi org project tsfel 24k month 22 08 2023 pip install tsfel details details summary b a href https github com uber orbit uber orbit a b 23 1 7k a python package for bayesian forecasting with object oriented code a href http bit ly 3nymfla apache 2 a code summary github https github com uber orbit 18 130 39 390 16 open 26 09 2023 git clone https github com uber orbit pypi https pypi org project orbit ml 100k month 1 29 01 2023 pip install orbit ml conda https anaconda org conda forge orbit ml 4 4k 18 06 2023 conda install c conda forge orbit ml details details summary b a href https github com linkedin greykite greykite a b 22 1 7k a flexible intuitive and fast forecasting library code a href http bit ly 3rqewvr bsd 2 a code summary github https github com linkedin greykite 9 99 4 23 100 22 open 07 06 2023 git clone https github com linkedin greykite pypi https pypi org project greykite 13k month 15 07 2022 pip install greykite details details summary b a href https github com linkedin luminol luminol a b 22 1 1k anomaly detection and correlation library code a href http bit ly 3nymfla apache 2 a code summary github https github com linkedin luminol 9 220 76 43 72 open 09 05 2023 git clone https github com linkedin luminol pypi https pypi org project luminol 10k month 15 11 12 2017 pip install luminol details details summary b a href https github com x datainitiative tick tick a b 21 440 module for statistical learning with a particular emphasis on time code a href http bit ly 3akzptv bsd 3 a code summary github https github com x datainitiative tick 19 96 290 71 240 28 open 05 03 2023 git clone https github com x datainitiative tick pypi https pypi org project tick 1 2k month 2 24 05 2020 pip install tick details details summary b a href https github com wwrechard pydlm pydlm a b 20 460 a python library for bayesian time series modeling code a href http bit ly 3akzptv bsd 3 a code summary github https github com wwrechard pydlm 6 97 32 47 78 open 04 09 2023 git clone https github com wwrechard pydlm pypi https pypi org project pydlm 33k month 2 19 12 2018 pip install pydlm details details summary b a href https github com autoviml auto ts auto ts a b 19 620 automatically build arima sarimax var fb prophet and xgboost code a href http bit ly 3nymfla apache 2 a code summary github https github com autoviml auto ts 9 100 83 1 open 17 05 2023 git clone https github com autoviml auto ts pypi https pypi org project auto ts 3 9k month 16 08 2022 pip install auto ts details details summary b a href https github com predict idlab tsflex tsflex a b 18 320 flexible time series feature extraction processing code a href http bit ly 34mbwt8 mit a code summary github https github com predict idlab tsflex 6 21 9 44 59 open 04 10 2023 git clone https github com predict idlab tsflex pypi https pypi org project tsflex 190 month 11 10 2022 pip install tsflex conda https anaconda org conda forge tsflex 19k 16 06 2023 conda install c conda forge tsflex details details summary show 8 hidden projects summary b a href https github com nixtla neuralforecast neuralforecast a b 27 1 8k scalable and user friendly neural forecasting algorithms code unlicensed code b a href https github com rjt1990 pyflux pyflux a b 24 2 1k open source time series library for python code a href http bit ly 3akzptv bsd 3 a code b a href https github com dmbee seglearn seglearn a b 21 560 python module for machine learning time series code a href http bit ly 3akzptv bsd 3 a code b a href https github com arundo adtk adtk a b 20 970 a python toolkit for rule based unsupervised anomaly detection in time code a href http bit ly 3postzc mpl 2 0 a code b a href https github com target matrixprofile ts matrixprofile ts a b 19 720 a python library for detecting patterns and anomalies code a href http bit ly 3nymfla apache 2 a code b a href https github com firmai atspy atspy a b 15 500 atspy automated time series models in python by firmai code a href http bit ly 34mbwt8 mit a code b a href https github com arundo tsaug tsaug a b 13 320 a python package for time series augmentation code a href http bit ly 3nymfla apache 2 a code b a href https github com hsbc tslumen tslumen a b 8 52 a library for time series eda exploratory data analysis code a href http bit ly 3nymfla apache 2 a code details br medical data a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for processing and analyzing medical data such as mris eegs genomic data and other medical imaging formats details summary b a href https github com mne tools mne python mne a b 38 2 4k mne magnetoencephalography meg and electroencephalography eeg in python code a href http bit ly 3akzptv bsd 3 a code summary github https github com mne tools mne python 360 1 2k 3 1k 4 7k 11 open 19 10 2023 git clone https github com mne tools mne python pypi https pypi org project mne 110k month 280 06 09 2023 pip install mne conda https anaconda org conda forge mne 330k 06 09 2023 conda install c conda forge mne details details summary b a href https github com project monai monai monai a b 36 4 7k ai toolkit for healthcare imaging code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com project monai monai 170 880 1 4k 2 8k 11 open 18 10 2023 git clone https github com project monai monai pypi https pypi org project monai 91k month 44 12 10 2023 pip install monai conda https anaconda org conda forge monai 19k 12 10 2023 conda install c conda forge monai details details summary b a href https github com nilearn nilearn nilearn a b 35 1k machine learning for neuroimaging in python code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com nilearn nilearn 230 530 140 2 6k 1 9k 15 open 19 10 2023 git clone https github com nilearn nilearn pypi https pypi org project nilearn 48k month 280 29 09 2023 pip install nilearn conda https anaconda org conda forge nilearn 250k 02 10 2023 conda install c conda forge nilearn details details summary b a href https github com dipy dipy dipy a b 34 620 dipy is the paragon 3d 4d imaging library in python contains generic code a href http bit ly 3akzptv bsd 3 a code summary github https github com dipy dipy 150 380 890 880 17 open 19 10 2023 git clone https github com dipy dipy pypi https pypi org project dipy 14k month 110 11 03 2022 pip install dipy conda https anaconda org conda forge dipy 410k 16 06 2023 conda install c conda forge dipy details details summary b a href https github com camdavidsonpilon lifelines lifelines a b 33 2 2k survival analysis in python code a href http bit ly 34mbwt8 mit a code summary github https github com camdavidsonpilon lifelines 110 560 1 9k 930 27 open 30 09 2023 git clone https github com camdavidsonpilon lifelines pypi https pypi org project lifelines 410k month 120 13 09 2023 pip install lifelines conda https anaconda org conda forge lifelines 300k 13 09 2023 conda install c conda forge lifelines details details summary b a href https github com hail is hail hail a b 33 890 cloud native genomic dataframes and batch computing code a href http bit ly 34mbwt8 mit a code code img src https git io jly1n style display inline width 13 height 13 code summary github https github com hail is hail 90 230 110 2 3k 6 open 19 10 2023 git clone https github com hail is hail pypi https pypi org project hail 23k month 16 21 09 2023 pip install hail details details summary b a href https github com nipy nipype nipype a b 33 700 workflows and interfaces for neuroimaging packages code a href http bit ly 3nymfla apache 2 a code summary github https github com nipy nipype 250 510 3 6k 1 3k 29 open 28 09 2023 git clone https github com nipy nipype pypi https pypi org project nipype 77k month 170 21 05 2017 pip install nipype conda https anaconda org conda forge nipype 580k 22 09 2023 conda install c conda forge nipype details details summary b a href https github com nipy nibabel nibabel a b 33 590 python package to access a cacophony of neuro imaging file formats code a href http bit ly 34mbwt8 mit a code summary github https github com nipy nibabel 99 250 15k 510 24 open 18 10 2023 git clone https github com nipy nibabel pypi https pypi org project nibabel 270k month 1 1k 03 04 2023 pip install nibabel conda https anaconda org conda forge nibabel 650k 29 09 2023 conda install c conda forge nibabel details details summary b a href https github com nipy nipy nipy a b 28 350 neuroimaging in python fmri analysis package code a href http bit ly 3akzptv bsd 3 a code summary github https github com nipy nipy 67 130 210 170 26 open 06 10 2023 git clone https github com nipy nipy pypi https pypi org project nipy 2 1k month 50 29 03 2021 pip install nipy conda https anaconda org conda forge nipy 110k 16 06 2023 conda install c conda forge nipy details details summary b a href https github com google deepvariant deepvariant a b 24 2 9k deepvariant is an analysis pipeline that uses a deep code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com google deepvariant 26 680 4 7k 660 1 open 28 02 2023 git clone https github com google deepvariant conda https anaconda org bioconda deepvariant 58k 16 06 2023 conda install c bioconda deepvariant details details summary b a href https github com brainiak brainiak brainiak a b 18 310 brain imaging analysis kit code a href http bit ly 3nymfla apache 2 a code summary github https github com brainiak brainiak 35 130 200 38 open 13 10 2023 git clone https github com brainiak brainiak pypi https pypi org project brainiak 120 month 1 15 10 2020 pip install brainiak docker hub https hub docker com r brainiak brainiak 1 4k 1 15 10 2020 docker pull brainiak brainiak details details summary show 8 hidden projects summary b a href https github com niftk niftynet niftynet a b 24 1 3k unmaintained an open source convolutional neural code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com loli medpy medpy a b 22 510 medical image processing in python code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com dltk dltk dltk a b 20 1 4k deep learning toolkit for medical image analysis code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com projectglow glow glow a b 19 240 an open source toolkit for large scale genomic analysis code a href http bit ly 3nymfla apache 2 a code b a href https github com mic dkfz medicaldetectiontoolkit medical detection toolkit a b 15 1 2k the medical detection toolkit contains 2d 3d code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com perone medicaltorch medicaltorch a b 15 820 a medical imaging framework for pytorch code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com qtim lab deepneuro deepneuro a b 13 120 a deep learning python package for neuroimaging data made by code a href http bit ly 34mbwt8 mit a code b a href https github com tencent medicalnet medicalnet a b 12 1 7k many studies have shown that the performance on deep learning is code a href http bit ly 34mbwt8 mit a code details br tabular data a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for processing tabular and structured data details summary b a href https github com carefree0910 carefree learn carefree learn a b 20 400 deep learning pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com carefree0910 carefree learn 1 37 4 82 2 open 16 10 2023 git clone https github com carefree0910 carefree learn pypi https pypi org project carefree learn 450 month 17 10 2023 pip install carefree learn details details summary b a href https github com manujosephv pytorch tabular pytorch tabular a b 19 1k a standard framework for modelling deep learning models for code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com manujosephv pytorch tabular 16 110 21 120 11 open 19 07 2023 git clone https github com manujosephv pytorch tabular pypi https pypi org project pytorch tabular 3 9k month 2 01 09 2021 pip install pytorch tabular details details summary show 3 hidden projects summary b a href https github com anothersamwilson miceforest miceforest a b 21 260 multiple imputation with lightgbm in python code a href http bit ly 34mbwt8 mit a code b a href https github com upgini upgini upgini a b 20 250 data search enrichment library for machine learning easily find and add code a href http bit ly 3akzptv bsd 3 a code b a href https github com firmai deltapy deltapy a b 13 520 deltapy tabular data augmentation by firmai code a href http bit ly 34mbwt8 mit a code details br optical character recognition a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for optical character recognition ocr and text extraction from images or videos details summary b a href https github com paddlepaddle paddleocr paddleocr a b 39 34k awesome multilingual ocr toolkits based on paddlepaddle code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1m style display inline width 13 height 13 code summary github https github com paddlepaddle paddleocr 150 6 6k 1 9k 8 1k 10 open 19 10 2023 git clone https github com paddlepaddle paddleocr pypi https pypi org project paddleocr 81k month pip install paddleocr details details summary b a href https github com jaidedai easyocr easyocr a b 36 20k ready to use ocr with 80 supported languages and all popular writing code a href http bit ly 3nymfla apache 2 a code summary github https github com jaidedai easyocr 130 2 7k 6 8m 4k 880 33 open 04 09 2023 git clone https github com jaidedai easyocr pypi https pypi org project easyocr 190k month 69 04 09 2023 pip install easyocr details details summary b a href https github com ocrmypdf ocrmypdf ocrmypdf a b 33 10k ocrmypdf adds an ocr text layer to scanned pdf files allowing them code a href http bit ly 3postzc mpl 2 0 a code summary github https github com ocrmypdf ocrmypdf 86 760 670 640 1k 10 open 10 10 2023 git clone https github com ocrmypdf ocrmypdf pypi https pypi org project ocrmypdf 48k month 17 10 10 2023 pip install ocrmypdf conda https anaconda org conda forge ocrmypdf 57k 16 06 2023 conda install c conda forge ocrmypdf details details summary b a href https github com sirfz tesserocr tesserocr a b 31 1 9k a python wrapper for the tesseract ocr api code a href http bit ly 34mbwt8 mit a code summary github https github com sirfz tesserocr 29 250 54 890 260 17 open 09 10 2023 git clone https github com sirfz tesserocr pypi https pypi org project tesserocr 66k month pip install tesserocr conda https anaconda org conda forge tesserocr 130k 16 06 2023 conda install c conda forge tesserocr details details summary b a href https github com madmaze pytesseract tesseract a b 29 5 1k python tesseract is an optical character recognition ocr tool code a href http bit ly 3nymfla apache 2 a code summary github https github com madmaze pytesseract 44 660 350 2 open 15 10 2023 git clone https github com madmaze pytesseract pypi https pypi org project pytesseract 1 2m month pip install pytesseract conda https anaconda org conda forge pytesseract 590k 15 10 2023 conda install c conda forge pytesseract details details summary b a href https github com open mmlab mmocr mmocr a b 27 3 7k openmmlab text detection recognition and understanding toolbox code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com open mmlab mmocr 85 680 88 880 16 open 01 09 2023 git clone https github com open mmlab mmocr pypi https pypi org project mmocr 5 2k month 2 05 05 2022 pip install mmocr details details summary b a href https github com faustomorales keras ocr keras ocr a b 24 1 3k a packaged and flexible version of the craft text detector code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com faustomorales keras ocr 17 300 670k 330 200 45 open 24 12 2022 git clone https github com faustomorales keras ocr pypi https pypi org project keras ocr 12k month pip install keras ocr conda https anaconda org anaconda keras ocr 280 16 06 2023 conda install c anaconda keras ocr details details summary b a href https github com calamari ocr calamari calamari a b 22 1k line based atr engine based on ocropy code a href http bit ly 3nymfla apache 2 a code summary github https github com calamari ocr calamari 20 200 260 22 open 18 08 2023 git clone https github com calamari ocr calamari pypi https pypi org project calamari ocr 1 7k month 5 18 08 2023 pip install calamari ocr details details summary show 4 hidden projects summary b a href https github com wzbsocialsciencecenter pdftabextract pdftabextract a b 21 2 1k a set of tools for extracting tables from pdf files code a href http bit ly 3nymfla apache 2 a code b a href https github com emedvedev attention ocr attention ocr a b 21 960 a tensorflow model for text recognition cnn seq2seq code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com jlsutherland doc2text doc2text a b 20 1 3k detect text blocks and ocr poorly scanned pdfs in bulk python code a href http bit ly 34mbwt8 mit a code b a href https github com aashrafh mozart mozart a b 10 510 an optical music recognition omr system converts sheet code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1f style display inline width 13 height 13 code details br data containers structures a href contents img align right width 15 height 15 src https git io jtehr alt back to top a general purpose data containers structures as well as utilities extensions for pandas nbsp b a href https github com ml tooling best of python data containers dataframes best of python data containers a b 3 2k collection of data container dataframe and pandas br data loading extraction a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for loading collecting and extracting data from a variety of data sources and formats nbsp b a href https github com ml tooling best of python data loading extraction best of python data extraction a b 3 2k collection of data loading and extraction libraries br web scraping crawling a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for web scraping crawling downloading and mining as well as libraries nbsp b a href https github com ml tooling best of web python web scraping crawling best of web python web scraping a b 2k collection of web scraping and crawling libraries br data pipelines streaming a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for data batch and stream processing workflow automation job scheduling and other data pipeline tasks nbsp b a href https github com ml tooling best of python data pipelines streaming best of python data pipelines a b 3 2k libraries for data batch and stream processing br distributed machine learning a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries that provide capabilities to distribute and parallelize machine learning tasks across large scale compute infrastructure details summary b a href https github com ray project ray ray a b 44 28k ray is a unified framework for scaling ai and python applications ray code a href http bit ly 3nymfla apache 2 a code summary github https github com ray project ray 930 4 7k 93 12k 16k 20 open 19 10 2023 git clone https github com ray project ray pypi https pypi org project ray 2 4m month 420 09 10 2023 pip install ray conda https anaconda org conda forge ray tune 170k 17 10 2023 conda install c conda forge ray tune details details summary b a href https github com dask dask dask a b 43 11k parallel computing with task scheduling code a href http bit ly 3akzptv bsd 3 a code summary github https github com dask dask 590 1 6k 53k 5k 19 open 19 10 2023 git clone https github com dask dask pypi https pypi org project dask 7 9m month 3k 14 10 2023 pip install dask conda https anaconda org conda forge dask 10m 14 10 2023 conda install c conda forge dask details details summary b a href https github com microsoft deepspeed deepspeed a b 41 29k deepspeed is a deep learning optimization library that makes code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com microsoft deepspeed 250 3 4k 4 5k 2 2k 36 open 18 10 2023 git clone https github com microsoft deepspeed pypi https pypi org project deepspeed 360k month 79 09 10 2023 pip install deepspeed docker hub https hub docker com r deepspeed deepspeed 17k 4 02 09 2022 docker pull deepspeed deepspeed details details summary b a href https github com dask distributed dask distributed a b 40 1 5k a distributed task scheduler for dask code a href http bit ly 3akzptv bsd 3 a code summary github https github com dask distributed 320 700 31k 3 7k 38 open 19 10 2023 git clone https github com dask distributed pypi https pypi org project distributed 4 5m month 1 3k 14 10 2023 pip install distributed conda https anaconda org conda forge distributed 12m 14 10 2023 conda install c conda forge distributed details details summary b a href https github com horovod horovod horovod a b 36 14k distributed training framework for tensorflow keras pytorch and code a href http bit ly 3nymfla apache 2 a code summary github https github com horovod horovod 170 2 2k 1k 2 2k 16 open 18 09 2023 git clone https github com horovod horovod pypi https pypi org project horovod 54k month 34 12 06 2023 pip install horovod details details summary b a href https github com h2oai h2o 3 h2o 3 a b 35 6 5k h2o is an open source distributed fast scalable machine learning code a href http bit ly 3nymfla apache 2 a code summary github https github com h2oai h2o 3 250 2k 19 9 2k 29 open 19 10 2023 git clone https github com h2oai h2o 3 pypi https pypi org project h2o 370k month 81 16 10 2023 pip install h2o details details summary b a href https github com intel analytics bigdl bigdl a b 35 4 4k accelerate llm with low bit int3 int4 nf4 int5 int8 code a href http bit ly 3nymfla apache 2 a code summary github https github com intel analytics bigdl 180 1 1k 45 2 1k 38 open 19 10 2023 git clone https github com intel analytics bigdl pypi https pypi org project bigdl 6 4k month 1 19 10 2023 pip install bigdl maven https search maven org artifact com intel analytics bigdl bigdl spark 2 4 4 20 04 2021 dependency groupid com intel analytics bigdl groupid artifactid bigdl spark 2 4 artifactid version version version dependency details details summary b a href https github com lightning ai torchmetrics metrics a b 35 1 7k torchmetrics machine learning metrics for distributed code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com lightning ai torchmetrics 220 330 4k 16k 710 7 open 19 10 2023 git clone https github com lightning ai metrics pypi https pypi org project metrics 7 1k month 13 28 04 2018 pip install metrics conda https anaconda org conda forge torchmetrics 1 1m 25 09 2023 conda install c conda forge torchmetrics details details summary b a href https github com hpcaitech colossalai colossalai a b 34 35k making large ai models cheaper faster and more accessible code a href http bit ly 3nymfla apache 2 a code summary github https github com hpcaitech colossalai 160 3 9k 260 1 4k 21 open 19 10 2023 git clone https github com hpcaitech colossalai details details summary b a href https github com facebookresearch fairscale fairscale a b 31 2 6k pytorch extensions for high performance and large scale training code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch fairscale 72 240 3 2k 350 19 open 20 04 2023 git clone https github com facebookresearch fairscale pypi https pypi org project fairscale 490k month 58 11 12 2022 pip install fairscale conda https anaconda org conda forge fairscale 160k 16 06 2023 conda install c conda forge fairscale details details summary b a href https github com microsoft synapseml synapseml a b 29 4 6k simple and distributed machine learning code a href http bit ly 34mbwt8 mit a code summary github https github com microsoft synapseml 110 790 710 44 open 18 10 2023 git clone https github com microsoft synapseml pypi https pypi org project synapseml 300k month 3 26 09 2023 pip install synapseml details details summary b a href https github com mpi4py mpi4py mpi4py a b 29 700 python bindings for mpi code a href http bit ly 3rqewvr bsd 2 a code summary github https github com mpi4py mpi4py 26 100 17k 130 8 open 13 10 2023 git clone https github com mpi4py mpi4py pypi https pypi org project mpi4py 180k month 710 04 10 2023 pip install mpi4py conda https anaconda org conda forge mpi4py 2 2m 17 10 2023 conda install c conda forge mpi4py details details summary b a href https github com facebookincubator submitit submit it a b 28 970 python 3 8 toolbox for submitting jobs to slurm code a href http bit ly 34mbwt8 mit a code summary github https github com facebookincubator submitit 23 100 1 7k 110 32 open 05 10 2023 git clone https github com facebookincubator submitit pypi https pypi org project submitit 150k month 15 05 10 2023 pip install submitit conda https anaconda org conda forge submitit 32k 05 10 2023 conda install c conda forge submitit details details summary b a href https github com dask dask ml dask ml a b 28 870 scalable machine learning with dask code a href http bit ly 3akzptv bsd 3 a code summary github https github com dask dask ml 77 240 880 520 51 open 24 03 2023 git clone https github com dask dask ml pypi https pypi org project dask ml 330k month 72 06 05 2020 pip install dask ml conda https anaconda org conda forge dask ml 770k 16 06 2023 conda install c conda forge dask ml details details summary b a href https github com yahoo tensorflowonspark tensorflowonspark a b 27 3 9k tensorflowonspark brings tensorflow programs to code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1n style display inline width 13 height 13 code summary github https github com yahoo tensorflowonspark 34 960 370 3 open 27 04 2023 git clone https github com yahoo tensorflowonspark pypi https pypi org project tensorflowonspark 450k month 5 21 04 2022 pip install tensorflowonspark conda https anaconda org conda forge tensorflowonspark 20k 16 06 2023 conda install c conda forge tensorflowonspark details details summary b a href https github com tensorflow mesh mesh a b 27 1 5k mesh tensorflow model parallelism made easier code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow mesh 50 240 860 110 85 open 16 05 2023 git clone https github com tensorflow mesh pypi https pypi org project mesh tensorflow 23k month 33 15 05 2022 pip install mesh tensorflow details details summary b a href https github com uber petastorm petastorm a b 26 1 7k petastorm library enables single machine or distributed code a href http bit ly 3nymfla apache 2 a code summary github https github com uber petastorm 49 280 430 140 320 53 open 03 02 2023 git clone https github com uber petastorm pypi https pypi org project petastorm 30k month 8 03 02 2023 pip install petastorm details details summary b a href https github com learning at home hivemind hivemind a b 25 1 7k decentralized deep learning in pytorch built to train models on code a href http bit ly 34mbwt8 mit a code summary github https github com learning at home hivemind 28 110 73 160 37 open 08 10 2023 git clone https github com learning at home hivemind pypi https pypi org project hivemind 3 4k month 6 31 08 2023 pip install hivemind details details summary b a href https github com microsoft synapseml mmlspark a b 23 4 6k simple and distributed machine learning code a href http bit ly 34mbwt8 mit a code code img src https git io jly1n style display inline width 13 height 13 code summary github https github com microsoft synapseml 110 790 710 44 open 18 10 2023 git clone https github com microsoft synapseml pypi https pypi org project mmlspark 18 03 2020 pip install mmlspark details details summary b a href https github com intel analytics analytics zoo analytics zoo a b 23 2 6k distributed tensorflow keras and pytorch on apache code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1n style display inline width 13 height 13 code summary github https github com intel analytics analytics zoo 110 730 4 1 4k 38 open 06 09 2023 git clone https github com intel analytics analytics zoo pypi https pypi org project analytics zoo 900 month 1 07 07 2022 pip install analytics zoo details details summary b a href https github com google deepmind launchpad launchpad a b 22 300 launchpad is a library that simplifies writing distributed code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com google deepmind launchpad 28 33 70 38 44 open 22 08 2023 git clone https github com deepmind launchpad pypi https pypi org project dm launchpad 2 4k month 1 28 04 2022 pip install dm launchpad details details summary b a href https github com apache singa apache singa a b 21 3k a distributed deep learning platform code a href http bit ly 3nymfla apache 2 a code summary github https github com apache singa 81 1k 2 120 42 open 02 04 2023 git clone https github com apache singa conda https anaconda org nusdbsystem singa 710 16 06 2023 conda install c nusdbsystem singa docker hub https hub docker com r apache singa 4 1k 4 31 05 2022 docker pull apache singa details details summary b a href https github com kingoflolz mesh transformer jax mesh transformer jax a b 18 6 1k model parallel transformers in jax and haiku code a href http bit ly 3nymfla apache 2 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code summary github https github com kingoflolz mesh transformer jax 23 870 18 200 20 open 12 01 2023 git clone https github com kingoflolz mesh transformer jax details details summary b a href https github com facebookresearch moolib moolib a b 10 360 a library for distributed ml training with pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch moolib 6 20 3 19 36 open 12 12 2022 git clone https github com facebookresearch moolib details details summary show 12 hidden projects summary b a href https github com deap deap deap a b 34 5 3k distributed evolutionary algorithms in python code a href http bit ly 37rvqca lgpl 3 0 a code b a href https github com ipython ipyparallel ipyparallel a b 29 2 5k ipython parallel interactive parallel computing in code unlicensed code code img src https git io jly1e style display inline width 13 height 13 code b a href https github com maxpumperla elephas elephas a b 26 1 6k distributed deep learning with keras spark code a href http bit ly 34mbwt8 mit a code code keras code code img src https git io jly1n style display inline width 13 height 13 code b a href https github com bytedance byteps byteps a b 21 3 5k a high performance and generic framework for distributed dnn code a href http bit ly 3nymfla apache 2 a code b a href https github com peterwittek somoclu somoclu a b 21 250 massively parallel self organizing maps accelerate training on code a href http bit ly 34mbwt8 mit a code b a href https github com databricks tensorframes tensorframes a b 20 750 deprecated tensorflow wrapper for dataframes on code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1n style display inline width 13 height 13 code b a href https github com ibotta sk dist sk dist a b 20 290 distributed scikit learn meta estimators in pyspark code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1f style display inline width 13 height 13 code code img src https git io jly1n style display inline width 13 height 13 code b a href https github com uber fiber fiber a b 17 1k distributed computing for ai made simple code a href http bit ly 3nymfla apache 2 a code b a href https github com tunib ai parallelformers parallelformers a b 17 720 parallelformers an efficient model parallelization code a href http bit ly 3nymfla apache 2 a code b a href https github com bluefog lib bluefog bluefog a b 17 290 distributed and decentralized training framework for pytorch code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com ml tooling lazycluster lazycluster a b 12 49 distributed machine learning made simple code a href http bit ly 3nymfla apache 2 a code b a href https github com petuum autodist autodist a b 10 130 simple distributed deep learning on tensorflow code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code details br hyperparameter optimization automl a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for hyperparameter optimization automl and neural architecture search details summary b a href https github com microsoft nni nni a b 34 13k an open source automl toolkit for automate machine learning lifecycle code a href http bit ly 34mbwt8 mit a code summary github https github com microsoft nni 190 1 8k 490 2k 16 open 07 08 2023 git clone https github com microsoft nni pypi https pypi org project nni 22k month 35 14 09 2023 pip install nni details details summary b a href https github com alteryx featuretools featuretools a b 34 6 8k an open source python library for automated feature engineering code a href http bit ly 3akzptv bsd 3 a code summary github https github com alteryx featuretools 71 840 1 4k 970 17 open 18 10 2023 git clone https github com alteryx featuretools pypi https pypi org project featuretools 64k month 74 24 07 2023 pip install featuretools conda https anaconda org conda forge featuretools 170k 24 07 2023 conda install c conda forge featuretools details details summary b a href https github com facebook ax ax a b 34 2 2k adaptive experimentation platform code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebook ax 150 270 560 610 8 open 19 10 2023 git clone https github com facebook ax pypi https pypi org project ax platform 120k month 25 11 08 2023 pip install ax platform conda https anaconda org conda forge ax platform 14k 12 08 2023 conda install c conda forge ax platform details details summary b a href https github com hyperopt hyperopt hyperopt a b 33 6 9k distributed asynchronous hyperparameter optimization in python code a href http bit ly 3akzptv bsd 3 a code summary github https github com hyperopt hyperopt 100 1k 12k 690 50 open 29 09 2023 git clone https github com hyperopt hyperopt pypi https pypi org project hyperopt 2m month 500 17 11 2021 pip install hyperopt conda https anaconda org conda forge hyperopt 730k 16 06 2023 conda install c conda forge hyperopt details details summary b a href https github com pytorch botorch botorch a b 33 2 8k bayesian optimization in pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch botorch 100 330 700 450 15 open 19 10 2023 git clone https github com pytorch botorch pypi https pypi org project botorch 190k month 31 11 08 2023 pip install botorch conda https anaconda org conda forge botorch 88k 11 08 2023 conda install c conda forge botorch details details summary b a href https github com keras team keras tuner keras tuner a b 32 2 8k a hyperparameter tuning library for keras code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com keras team keras tuner 58 380 2 8k 460 43 open 12 10 2023 git clone https github com keras team keras tuner pypi https pypi org project keras tuner 210k month 59 12 10 2023 pip install keras tuner conda https anaconda org conda forge keras tuner 25k 15 06 2023 conda install c conda forge keras tuner details details summary b a href https github com keras team autokeras autokeras a b 31 9k automl library for deep learning code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com keras team autokeras 140 1 4k 16k 580 890 14 open 02 10 2023 git clone https github com keras team autokeras pypi https pypi org project autokeras 14k month 11 30 04 2022 pip install autokeras details details summary b a href https github com automl auto sklearn auto sklearn a b 31 7 2k automated machine learning with scikit learn code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com automl auto sklearn 88 1 2k 50 490 1k 17 open 18 04 2023 git clone https github com automl auto sklearn pypi https pypi org project auto sklearn 27k month 39 20 09 2022 pip install auto sklearn conda https anaconda org conda forge auto sklearn 20k 16 06 2023 conda install c conda forge auto sklearn details details summary b a href https github com bayesian optimization bayesianoptimization bayesian optimization a b 31 7k a python implementation of global optimization with code a href http bit ly 34mbwt8 mit a code summary github https github com bayesian optimization bayesianoptimization 41 1 5k 140 2 1k 320 4 open 14 07 2023 git clone https github com fmfn bayesianoptimization pypi https pypi org project bayesian optimization 190k month 100 25 04 2023 pip install bayesian optimization details details summary b a href https github com facebookresearch nevergrad nevergrad a b 31 3 7k a python toolbox for performing gradient free optimization code a href http bit ly 34mbwt8 mit a code summary github https github com facebookresearch nevergrad 50 340 550 290 40 open 11 10 2023 git clone https github com facebookresearch nevergrad pypi https pypi org project nevergrad 81k month 27 10 10 2023 pip install nevergrad conda https anaconda org conda forge nevergrad 43k 21 09 2023 conda install c conda forge nevergrad details details summary b a href https github com autogluon autogluon autogluon a b 29 6 3k autogluon automl for image text time series and code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com autogluon autogluon 110 770 2 1 1k 23 open 19 10 2023 git clone https github com autogluon autogluon pypi https pypi org project autogluon 45k month 7 19 10 2023 pip install autogluon docker hub https hub docker com r autogluon autogluon 4 2k 15 26 07 2023 docker pull autogluon autogluon details details summary b a href https github com mljar mljar supervised mljar supervised a b 29 2 8k python package for automl on tabular data with feature code a href http bit ly 34mbwt8 mit a code summary github https github com mljar mljar supervised 23 360 89 580 20 open 13 10 2023 git clone https github com mljar mljar supervised pypi https pypi org project mljar supervised 6 2k month 2 26 09 2023 pip install mljar supervised conda https anaconda org conda forge mljar supervised 11k 27 09 2023 conda install c conda forge mljar supervised details details summary b a href https github com maxpumperla hyperas hyperas a b 27 2 2k keras hyperopt a very simple wrapper for convenient code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com maxpumperla hyperas 22 320 330 260 37 open 05 01 2023 git clone https github com maxpumperla hyperas pypi https pypi org project hyperas 11k month 24 28 02 2019 pip install hyperas details details summary b a href https github com sheffieldml gpyopt gpyopt a b 25 890 gaussian process optimization using gpy code a href http bit ly 3akzptv bsd 3 a code summary github https github com sheffieldml gpyopt 49 250 460 290 35 open 17 01 2023 git clone https github com sheffieldml gpyopt pypi https pypi org project gpyopt 7 6k month 38 19 03 2020 pip install gpyopt details details summary b a href https github com aimclub fedot fedot a b 24 560 automated modeling and machine learning framework fedot code a href http bit ly 3akzptv bsd 3 a code summary github https github com aimclub fedot 29 77 40 490 15 open 18 10 2023 git clone https github com nccr itmo fedot pypi https pypi org project fedot 1 1k month 1 25 07 2023 pip install fedot details details summary b a href https github com simonblanke hyperactive hyperactive a b 23 470 an optimization and data collection toolbox for convenient and fast code a href http bit ly 34mbwt8 mit a code summary github https github com simonblanke hyperactive 7 41 130 21 62 17 open 13 10 2023 git clone https github com simonblanke hyperactive pypi https pypi org project hyperactive 2 5k month 5 27 08 2023 pip install hyperactive details details summary b a href https github com autoviml featurewiz featurewiz a b 22 480 use advanced feature engineering strategies and select best code a href http bit ly 3nymfla apache 2 a code summary github https github com autoviml featurewiz 9 75 53 72 4 open 06 10 2023 git clone https github com autoviml featurewiz pypi https pypi org project featurewiz 8 7k month 2 05 10 2023 pip install featurewiz details details summary b a href https github com autoviml auto viml auto viml a b 20 470 automatically build multiple ml models with a single line of code code a href http bit ly 3nymfla apache 2 a code summary github https github com autoviml auto viml 8 94 22 29 13 open 21 05 2023 git clone https github com autoviml auto viml pypi https pypi org project autoviml 1 1k month 2 01 06 2022 pip install autoviml details details summary b a href https github com nidhaloff igel igel a b 19 3 1k a delightful machine learning tool that allows you to train test and use code a href http bit ly 34mbwt8 mit a code summary github https github com nidhaloff igel 20 170 40 4 50 12 open 08 04 2023 git clone https github com nidhaloff igel pypi https pypi org project igel 29 month 19 11 2021 pip install igel details details summary b a href https github com scottfreellc alphapy alphapy a b 19 970 automated machine learning automl with python scikit learn keras code a href http bit ly 3nymfla apache 2 a code summary github https github com scottfreellc alphapy 5 180 4 42 30 open 31 08 2023 git clone https github com scottfreellc alphapy pypi https pypi org project alphapy 140 month 29 08 2020 pip install alphapy details details summary b a href https github com dragonfly dragonfly dragonfly a b 19 800 an open source python library for scalable bayesian optimisation code a href http bit ly 34mbwt8 mit a code summary github https github com dragonfly dragonfly 13 220 59 66 open 01 10 2022 git clone https github com dragonfly dragonfly pypi https pypi org project dragonfly opt 38k month 2 01 10 2022 pip install dragonfly opt details details summary b a href https github com gugarosa opytimizer opytimizer a b 19 580 opytimizer is a python library consisting of meta heuristic code a href http bit ly 3nymfla apache 2 a code summary github https github com gugarosa opytimizer 4 38 15 22 09 2023 git clone https github com gugarosa opytimizer pypi https pypi org project opytimizer 260 month 04 05 2022 pip install opytimizer details details summary show 30 hidden projects summary b a href https github com optuna optuna optuna a b 39 8 8k a hyperparameter optimization framework code unlicensed code b a href https github com epistasislab tpot tpot a b 33 9 3k a python automated machine learning tool that optimizes machine code a href http bit ly 37rvqca lgpl 3 0 a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com scikit optimize scikit optimize scikit optimize a b 33 2 7k sequential model based optimization with a code a href http bit ly 3akzptv bsd 3 a code b a href https github com automl smac3 smac3 a b 26 920 smac3 a versatile bayesian optimization package for code a href https tldrlegal com search q bsd 1 clause bsd 1 clause a code b a href https github com shankarpandala lazypredict lazypredict a b 25 2 2k lazy predict help build a lot of basic models without much code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com epistimio orion orion a b 25 270 asynchronous distributed hyperparameter optimization code a href http bit ly 3akzptv bsd 3 a code b a href https github com tensorflow adanet adanet a b 23 3 5k fast and flexible automl with learning guarantees code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com autonomio talos talos a b 23 1 6k hyperparameter optimization for tensorflow keras and pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com climbsrocks auto ml auto ml a b 22 1 6k unmaintained automated machine learning for analytics production code a href http bit ly 34mbwt8 mit a code b a href https github com axelderomblay mlbox mlbox a b 22 1 4k mlbox is a powerful automated machine learning python library code a href https tldrlegal com search q bsd 1 clause bsd 1 clause a code b a href https github com williamfalcon test tube test tube a b 22 740 python library to easily log experiments and parallelize code a href http bit ly 34mbwt8 mit a code b a href https github com automl hpbandster hpbandster a b 22 590 a distributed hyperband implementation on steroids code a href http bit ly 3akzptv bsd 3 a code b a href https github com neuraxio neuraxle neuraxle a b 21 580 the worlds cleanest automl library do hyperparameter tuning code a href http bit ly 3nymfla apache 2 a code b a href https github com claesenm optunity optunity a b 21 410 optimization routines for hyperparameter tuning code a href http bit ly 3akzptv bsd 3 a code b a href https github com mindsdb lightwood lightwood a b 21 380 lightwood is legos for machine learning code a href http bit ly 2m0xdwt gpl 3 0 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com rsteca sklearn deap sklearn deap a b 20 740 use evolutionary algorithms instead of gridsearch in code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com hdi project atm auto tune models a b 18 520 auto tune models a multi tenant multi data system for code a href http bit ly 34mbwt8 mit a code b a href https github com cerlymarco shap hypetune shap hypetune a b 18 490 a python package for simultaneous hyperparameters tuning and code a href http bit ly 34mbwt8 mit a code b a href https github com sherpa ai sherpa sherpa a b 18 320 hyperparameter optimization that enables researchers to code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com tobegit3hub advisor advisor a b 17 1 5k open source implementation of google vizier for hyper parameters code a href http bit ly 3nymfla apache 2 a code b a href https github com minimaxir automl gs automl gs a b 16 1 8k provide an input csv and a target field to predict generate a code a href http bit ly 34mbwt8 mit a code b a href https github com huntermcgushion hyperparameter hunter hyperparameterhunter a b 16 700 easy hyperparameter optimization and automatic result code a href http bit ly 34mbwt8 mit a code b a href https github com jmcarpenter2 parfit parfit a b 16 200 a package for parallelizing the fit and flexibly scoring of code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com reiinakano xcessiv xcessiv a b 15 1 3k a web based application for quick scalable and automated code a href http bit ly 3nymfla apache 2 a code b a href https github com carpedm20 enas pytorch enas a b 13 2 6k pytorch implementation of efficient neural architecture search via code a href http bit ly 3nymfla apache 2 a code b a href https github com lge arc advancedai auptimizer auptimizer a b 12 200 an automatic ml model optimization tool code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com google model search model search a b 11 3 2k automl algorithms for model architecture search at scale code a href http bit ly 3nymfla apache 2 a code b a href https github com joeddav devol devol a b 11 950 genetic neural architecture search with keras code a href http bit ly 34mbwt8 mit a code b a href https github com genixpro hypermax hypermax a b 11 110 better faster hyper parameter optimization code a href http bit ly 3akzptv bsd 3 a code b a href https github com gdikov hypertunity hypertunity a b 9 140 a toolset for black box hyperparameter optimisation code a href http bit ly 3nymfla apache 2 a code details br reinforcement learning a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for building and evaluating reinforcement learning agent based systems details summary b a href https github com openai gym openai gym a b 40 33k a toolkit for developing and comparing reinforcement learning code a href http bit ly 34mbwt8 mit a code summary github https github com openai gym 380 8 6k 46k 1 8k 3 open 30 01 2023 git clone https github com openai gym pypi https pypi org project gym 400k month 2 7k 04 10 2022 pip install gym conda https anaconda org conda forge gym 250k 16 06 2023 conda install c conda forge gym details details summary b a href https github com tensorflow agents tf agents a b 32 2 6k tf agents a reliable scalable and easy to use tensorflow code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow agents 140 690 1 3k 640 28 open 11 10 2023 git clone https github com tensorflow agents pypi https pypi org project tf agents 34k month 5 03 10 2023 pip install tf agents details details summary b a href https github com farama foundation vizdoom vizdoom a b 31 1 6k reinforcement learning environments based on the 1993 game doom code a href http bit ly 34mbwt8 mit a code summary github https github com farama foundation vizdoom 53 360 12k 200 460 9 open 27 09 2023 git clone https github com mwydmuch vizdoom pypi https pypi org project vizdoom 3 4k month 16 27 09 2023 pip install vizdoom details details summary b a href https github com ai4finance foundation finrl finrl a b 29 8 2k finrl financial reinforcement learning code a href http bit ly 34mbwt8 mit a code summary github https github com ai4finance foundation finrl 110 2k 23 640 26 open 12 10 2023 git clone https github com ai4finance foundation finrl pypi https pypi org project finrl 1 1k month 08 01 2022 pip install finrl details details summary b a href https github com google deepmind acme acme a b 28 3 2k a library of reinforcement learning components and agents code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com google deepmind acme 84 400 170 260 21 open 17 10 2023 git clone https github com deepmind acme pypi https pypi org project dm acme 1 1k month 3 10 02 2022 pip install dm acme conda https anaconda org conda forge dm acme 7 7k 16 06 2023 conda install c conda forge dm acme details details summary b a href https github com google dopamine dopamine a b 27 10k dopamine is a research framework for fast prototyping of code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com google dopamine 15 1 4k 19 180 52 open 29 06 2023 git clone https github com google dopamine pypi https pypi org project dopamine rl 36k month 36 21 09 2022 pip install dopamine rl details details summary b a href https github com tensorlayer tensorlayer tensorlayer a b 27 7 2k deep learning and reinforcement learning library for code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorlayer tensorlayer 130 1 6k 1 6k 470 6 open 18 02 2023 git clone https github com tensorlayer tensorlayer pypi https pypi org project tensorlayer 1 5k month 40 15 02 2022 pip install tensorlayer details details summary b a href https github com tensorforce tensorforce tensorforce a b 27 3 2k tensorforce a tensorflow library for applied code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorforce tensorforce 84 540 430 660 5 open 14 08 2023 git clone https github com tensorforce tensorforce pypi https pypi org project tensorforce 570 month 2 30 08 2021 pip install tensorforce details details summary b a href https github com google deepmind rlax rlax a b 26 1 1k a library of reinforcement learning building blocks in jax code a href http bit ly 3nymfla apache 2 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code summary github https github com google deepmind rlax 21 78 170 30 40 open 17 10 2023 git clone https github com deepmind rlax pypi https pypi org project rlax 320k month 2 09 01 2023 pip install rlax details details summary b a href https github com paddlepaddle parl parl a b 25 3 1k a high performance distributed training framework for reinforcement code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1m style display inline width 13 height 13 code summary github https github com paddlepaddle parl 41 810 120 500 20 open 19 05 2023 git clone https github com paddlepaddle parl pypi https pypi org project parl 550 month 1 13 05 2022 pip install parl details details summary b a href https github com rlworkgroup garage garage a b 25 1 7k a toolkit for reproducible reinforcement learning research code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com rlworkgroup garage 79 290 90 1k 22 open 04 01 2023 git clone https github com rlworkgroup garage pypi https pypi org project garage 560 month 2 23 03 2021 pip install garage details details summary b a href https github com facebookresearch reagent reagent a b 22 3 5k a platform for reasoning systems reinforcement learning code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch reagent 160 500 140 47 open 05 10 2023 git clone https github com facebookresearch reagent pypi https pypi org project reagent 19 month 27 05 2020 pip install reagent details details summary b a href https github com pfnet pfrl pfrl a b 21 1 1k pfrl a pytorch based deep reinforcement learning library code a href http bit ly 34mbwt8 mit a code summary github https github com pfnet pfrl 19 140 92 78 42 open 16 07 2023 git clone https github com pfnet pfrl pypi https pypi org project pfrl 380 month 1 16 07 2023 pip install pfrl details details summary b a href https github com intellabs coach coach a b 20 2 3k reinforcement learning coach by intel ai lab enables easy code a href http bit ly 3nymfla apache 2 a code summary github https github com intellabs coach 38 450 270 32 open 11 12 2022 git clone https github com intellabs coach pypi https pypi org project rl coach 68 month 2 10 10 2019 pip install rl coach details details summary b a href https github com google research rliable rliable a b 13 620 neurips21 outstanding paper library for reliable evaluation on rl code a href http bit ly 3nymfla apache 2 a code summary github https github com google research rliable 6 41 92 13 15 open 29 05 2023 git clone https github com google research rliable pypi https pypi org project rliable pip install rliable details details summary show 8 hidden projects summary b a href https github com keras rl keras rl keras rl a b 29 5 4k deep reinforcement learning for keras code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com openai baselines baselines a b 27 15k openai baselines high quality implementations of reinforcement code a href http bit ly 34mbwt8 mit a code b a href https github com hill a stable baselines stable baselines a b 24 3 9k a fork of openai baselines implementations of code a href http bit ly 34mbwt8 mit a code b a href https github com chainer chainerrl chainerrl a b 24 1 1k chainerrl is a deep reinforcement learning library built on top of code a href http bit ly 34mbwt8 mit a code b a href https github com google deepmind trfl trfl a b 22 3 1k tensorflow reinforcement learning code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com serpentai serpentai serpentai a b 18 6 6k game agent framework helping you create ais bots that learn to code a href http bit ly 34mbwt8 mit a code b a href https github com google deepmind lab deepmind lab a b 17 6 9k a customisable 3d platform for agent based ai research code unlicensed code b a href https github com enlite ai maze maze a b 12 250 maze applied reinforcement learning framework code a href https tldrlegal com search q custom custom a code code img src https git io jly1q style display inline width 13 height 13 code details br recommender systems a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for building and evaluating recommendation systems details summary b a href https github com recommenders team recommenders recommenders a b 34 17k best practices on recommendation systems code a href http bit ly 34mbwt8 mit a code summary github https github com recommenders team recommenders 130 2 8k 440 86 810 20 open 13 10 2023 git clone https github com microsoft recommenders pypi https pypi org project recommenders 51k month 2 01 04 2022 pip install recommenders details details summary b a href https github com benfred implicit implicit a b 31 3 3k fast python collaborative filtering for implicit feedback datasets code a href http bit ly 34mbwt8 mit a code summary github https github com benfred implicit 34 600 600 1 1k 480 15 open 11 10 2023 git clone https github com benfred implicit pypi https pypi org project implicit 170k month 38 29 09 2023 pip install implicit conda https anaconda org conda forge implicit 540k 12 10 2023 conda install c conda forge implicit details details summary b a href https github com lyst lightfm lightfm a b 30 4 4k a python implementation of lightfm a hybrid recommendation algorithm code a href http bit ly 3nymfla apache 2 a code summary github https github com lyst lightfm 47 670 1 2k 490 27 open 30 04 2023 git clone https github com lyst lightfm pypi https pypi org project lightfm 670k month 47 27 11 2020 pip install lightfm conda https anaconda org conda forge lightfm 170k 16 06 2023 conda install c conda forge lightfm details details summary b a href https github com tensorflow recommenders tf recommenders a b 29 1 7k tensorflow recommenders is a library for building code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow recommenders 42 240 250 410 56 open 29 09 2023 git clone https github com tensorflow recommenders pypi https pypi org project tensorflow recommenders 350k month 1 03 02 2023 pip install tensorflow recommenders details details summary b a href https github com nicolashug surprise scikit surprise a b 28 6k a python scikit for building and analyzing recommender code a href http bit ly 3akzptv bsd 3 a code summary github https github com nicolashug surprise 45 970 19 380 19 open 27 01 2023 git clone https github com nicolashug surprise pypi https pypi org project scikit surprise 140k month 50 23 09 2022 pip install scikit surprise conda https anaconda org conda forge scikit surprise 340k 06 10 2023 conda install c conda forge scikit surprise details details summary b a href https github com tensorflow ranking tf ranking a b 28 2 7k learning to rank in tensorflow code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow ranking 33 470 320 25 open 26 09 2023 git clone https github com tensorflow ranking pypi https pypi org project tensorflow ranking 100k month 13 11 08 2023 pip install tensorflow ranking details details summary b a href https github com pytorch torchrec torchrec a b 28 1 5k pytorch domain library for recommendation systems code a href http bit ly 3akzptv bsd 3 a code summary github https github com pytorch torchrec 180 280 68 220 57 open 18 10 2023 git clone https github com pytorch torchrec pypi https pypi org project torchrec nightly cpu 71 month 12 05 2022 pip install torchrec nightly cpu details details summary b a href https github com preferredai cornac cornac a b 28 750 a comparative framework for multimodal recommender systems code a href http bit ly 3nymfla apache 2 a code summary github https github com preferredai cornac 17 120 180 130 5 open 19 10 2023 git clone https github com preferredai cornac pypi https pypi org project cornac 110k month 16 22 07 2023 pip install cornac conda https anaconda org conda forge cornac 320k 25 07 2023 conda install c conda forge cornac details details summary b a href https github com rucaibox recbole recbole a b 26 2 9k a unified comprehensive and efficient recommendation library code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com rucaibox recbole 69 540 800 19 open 14 10 2023 git clone https github com rucaibox recbole pypi https pypi org project recbole 2 9k month 2 25 02 2022 pip install recbole conda https anaconda org aibox recbole 4k 16 06 2023 conda install c aibox recbole details details summary b a href https github com statisticianinstilettos recmetrics recmetrics a b 21 530 a library of metrics for evaluating recommender systems code a href http bit ly 34mbwt8 mit a code summary github https github com statisticianinstilettos recmetrics 20 97 5 45 28 46 open 04 10 2023 git clone https github com statisticianinstilettos recmetrics pypi https pypi org project recmetrics 11k month 26 04 2022 pip install recmetrics details details summary show 7 hidden projects summary b a href https github com lenskit lkpy lkpy a b 23 240 python recommendation toolkit code a href http bit ly 34mbwt8 mit a code b a href https github com jfkirk tensorrec tensorrec a b 21 1 2k a tensorflow recommendation algorithm and framework in code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com ibayer fastfm fastfm a b 19 1 1k fastfm a library for factorization machines code unlicensed code b a href https github com maciejkula spotlight spotlight a b 18 2 9k deep recommender models using pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com caserec caserecommender case recommender a b 18 450 case recommender a flexible and extensible python code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com ylongqi openrec openrec a b 15 400 openrec is an open source and modular library for neural network code a href http bit ly 3nymfla apache 2 a code b a href https github com shoprunner collie collie a b 15 100 a library for preparing training and evaluating scalable deep code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code details br privacy machine learning a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for encrypted and privacy preserving machine learning using methods like federated learning differential privacy details summary b a href https github com openmined pysyft pysyft a b 35 9k perform data science on data that remains in someone elses server code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com openmined pysyft 500 1 9k 230 3 5k 4 open 19 10 2023 git clone https github com openmined pysyft pypi https pypi org project syft 5 2k month 5 17 10 2023 pip install syft details details summary b a href https github com pytorch opacus opacus a b 28 1 5k training pytorch models with differential privacy code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch opacus 73 290 99 670 260 27 open 06 09 2023 git clone https github com pytorch opacus pypi https pypi org project opacus 29k month 17 06 05 2022 pip install opacus conda https anaconda org conda forge opacus 12k 18 06 2023 conda install c conda forge opacus details details summary b a href https github com tensorflow privacy tensorflow privacy a b 27 1 8k library for training machine learning models with code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow privacy 55 430 120 200 55 open 11 10 2023 git clone https github com tensorflow privacy pypi https pypi org project tensorflow privacy 17k month 14 11 10 2023 pip install tensorflow privacy details details summary b a href https github com federatedai fate fate a b 26 5 2k an industrial grade federated learning framework code a href http bit ly 3nymfla apache 2 a code summary github https github com federatedai fate 92 1 5k 1 8k 43 open 20 09 2023 git clone https github com federatedai fate pypi https pypi org project etaf 06 05 2020 pip install etaf details details summary b a href https github com tf encrypted tf encrypted tfencrypted a b 25 1 2k a framework for encrypted machine learning in code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tf encrypted tf encrypted 29 200 64 430 32 open 08 02 2023 git clone https github com tf encrypted tf encrypted pypi https pypi org project tf encrypted 410 month 9 16 11 2022 pip install tf encrypted details details summary b a href https github com facebookresearch crypten crypten a b 23 1 4k a framework for privacy preserving machine learning code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch crypten 33 290 30 260 26 open 25 08 2023 git clone https github com facebookresearch crypten pypi https pypi org project crypten 280 month 1 08 12 2022 pip install crypten details details summary show 1 hidden projects summary b a href https github com openmined pipelinedp pipelinedp a b 20 260 pipelinedp is a python framework for applying differentially code a href http bit ly 3nymfla apache 2 a code details br workflow experiment tracking a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries to organize track and visualize machine learning experiments details summary b a href https github com mlflow mlflow mlflow a b 44 16k open source platform for the machine learning lifecycle code a href http bit ly 3nymfla apache 2 a code summary github https github com mlflow mlflow 660 3 6k 25k 3 5k 35 open 19 10 2023 git clone https github com mlflow mlflow pypi https pypi org project mlflow 14m month 490 17 09 2023 pip install mlflow conda https anaconda org conda forge mlflow 1 6m 21 09 2023 conda install c conda forge mlflow details details summary b a href https github com tensorflow tensorboard tensorboard a b 43 6 4k tensorflows visualization toolkit code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow tensorboard 310 1 6k 190k 1 8k 34 open 18 10 2023 git clone https github com tensorflow tensorboard pypi https pypi org project tensorboard 21m month 2 8k 27 09 2023 pip install tensorboard conda https anaconda org conda forge tensorboard 4 4m 28 09 2023 conda install c conda forge tensorboard details details summary b a href https github com wandb wandb wandb client a b 41 7 4k a tool for visualizing and tracking your machine learning code a href http bit ly 34mbwt8 mit a code summary github https github com wandb wandb 160 550 31k 2 8k 26 open 16 10 2023 git clone https github com wandb client pypi https pypi org project wandb 6 9m month 600 04 10 2023 pip install wandb conda https anaconda org conda forge wandb 400k 04 10 2023 conda install c conda forge wandb details details summary b a href https github com iterative dvc dvc a b 40 12k data version control git for data models ml experiments management code a href http bit ly 3nymfla apache 2 a code summary github https github com iterative dvc 290 1 1k 38k 10k 4 5k 12 open 19 10 2023 git clone https github com iterative dvc pypi https pypi org project dvc 750k month 83 18 10 2023 pip install dvc conda https anaconda org conda forge dvc 1 7m 24 09 2023 conda install c conda forge dvc details details summary b a href https github com aws sagemaker python sdk sagemaker sdk a b 38 1 9k a library for training and deploying machine learning code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1x style display inline width 13 height 13 code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com aws sagemaker python sdk 400 1k 3 1k 1 4k 35 open 19 10 2023 git clone https github com aws sagemaker python sdk pypi https pypi org project sagemaker 28m month 85 18 10 2023 pip install sagemaker conda https anaconda org conda forge sagemaker python sdk 690k 18 10 2023 conda install c conda forge sagemaker python sdk details details summary b a href https github com pycaret pycaret pycaret a b 37 7 8k an open source low code machine learning library in python code a href http bit ly 34mbwt8 mit a code summary github https github com pycaret pycaret 130 1 6k 670 4 5k 2 2k 13 open 09 10 2023 git clone https github com pycaret pycaret pypi https pypi org project pycaret 240k month 14 11 09 2023 pip install pycaret conda https anaconda org conda forge pycaret 39k 16 10 2023 conda install c conda forge pycaret details details summary b a href https github com azure machinelearningnotebooks azureml sdk a b 35 3 8k python notebooks with ml and deep learning examples with azure code a href http bit ly 34mbwt8 mit a code summary github https github com azure machinelearningnotebooks 64 2 4k 500 1 4k 25 open 10 10 2023 git clone https github com azure machinelearningnotebooks pypi https pypi org project azureml sdk 1 5m month 48 23 08 2023 pip install azureml sdk details details summary b a href https github com snakemake snakemake snakemake a b 35 2k this is the development home of the workflow management system code a href http bit ly 34mbwt8 mit a code summary github https github com snakemake snakemake 310 460 1 7k 1 4k 60 open 18 10 2023 git clone https github com snakemake snakemake pypi https pypi org project snakemake 120k month 250 18 09 2023 pip install snakemake conda https anaconda org bioconda snakemake 890k 17 10 2023 conda install c bioconda snakemake details details summary b a href https github com lanpa tensorboardx tensorboardx a b 34 7 7k tensorboard for pytorch and chainer mxnet numpy code a href http bit ly 34mbwt8 mit a code summary github https github com lanpa tensorboardx 81 870 400 35k 450 17 open 03 09 2023 git clone https github com lanpa tensorboardx pypi https pypi org project tensorboardx 2 2m month 980 20 08 2023 pip install tensorboardx conda https anaconda org conda forge tensorboardx 1 1m 20 08 2023 conda install c conda forge tensorboardx details details summary b a href https github com netflix metaflow metaflow a b 33 7 1k build and manage real life data science projects with ease code a href http bit ly 3nymfla apache 2 a code summary github https github com netflix metaflow 74 680 540 620 47 open 18 10 2023 git clone https github com netflix metaflow pypi https pypi org project metaflow 150k month 26 18 10 2023 pip install metaflow conda https anaconda org conda forge metaflow 150k 18 10 2023 conda install c conda forge metaflow details details summary b a href https github com allegroai clearml clearml a b 33 4 8k clearml auto magical ci cd to streamline your ml workflow code a href http bit ly 3nymfla apache 2 a code summary github https github com allegroai clearml 87 600 1 6k 760 890 43 open 17 10 2023 git clone https github com allegroai clearml pypi https pypi org project clearml 240k month 13 14 10 2023 pip install clearml docker hub https hub docker com r allegroai trains 30k 05 10 2020 docker pull allegroai trains details details summary b a href https github com kaggle kaggle api kaggle a b 31 5 6k official kaggle api code a href http bit ly 3nymfla apache 2 a code summary github https github com kaggle kaggle api 37 1k 19 410 31 open 17 07 2023 git clone https github com kaggle kaggle api pypi https pypi org project kaggle 190k month 370 19 09 2023 pip install kaggle conda https anaconda org conda forge kaggle 140k 18 07 2023 conda install c conda forge kaggle details details summary b a href https github com neptune ai neptune client neptune ai a b 31 410 the mlops stack component for experiment tracking code a href http bit ly 3nymfla apache 2 a code summary github https github com neptune ai neptune client 52 49 230 16 open 19 10 2023 git clone https github com neptune ai neptune client pypi https pypi org project neptune client 530k month 44 12 10 2023 pip install neptune client conda https anaconda org conda forge neptune client 220k 10 10 2023 conda install c conda forge neptune client details details summary b a href https github com paddlepaddle visualdl visualdl a b 30 4 7k deep learning visualization toolkit code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1m style display inline width 13 height 13 code summary github https github com paddlepaddle visualdl 33 630 330 2 4k 500 28 open 20 09 2023 git clone https github com paddlepaddle visualdl pypi https pypi org project visualdl 150k month 40 05 06 2023 pip install visualdl details details summary b a href https github com aimhubio aim aim a b 30 4 3k aim an easy to use supercharged open source experiment tracker code a href http bit ly 3nymfla apache 2 a code summary github https github com aimhubio aim 58 250 340 940 31 open 18 10 2023 git clone https github com aimhubio aim pypi https pypi org project aim 130k month 15 18 10 2023 pip install aim conda https anaconda org conda forge aim 39k 16 06 2023 conda install c conda forge aim details details summary b a href https github com idsia sacred sacred a b 29 4 1k sacred is a tool to help you configure organize log and reproduce code a href http bit ly 34mbwt8 mit a code summary github https github com idsia sacred 100 370 2 6k 560 17 open 19 06 2023 git clone https github com idsia sacred pypi https pypi org project sacred 34k month 110 25 01 2023 pip install sacred conda https anaconda org conda forge sacred 4 1k 16 06 2023 conda install c conda forge sacred details details summary b a href https github com google ml metadata ml metadata a b 28 560 for recording and retrieving metadata associated with ml code a href http bit ly 3nymfla apache 2 a code summary github https github com google ml metadata 19 120 2 1k 360 100 26 open 18 10 2023 git clone https github com google ml metadata pypi https pypi org project ml metadata 110k month 22 10 08 2023 pip install ml metadata details details summary b a href https github com mrpowers quinn quinn a b 27 520 pyspark methods to enhance developer productivity code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1n style display inline width 13 height 13 code summary github https github com mrpowers quinn 23 73 9 71 85 41 open 12 10 2023 git clone https github com mrpowers quinn pypi https pypi org project quinn 890k month 6 17 02 2023 pip install quinn details details summary b a href https github com labmlai labml labml a b 26 1 6k monitor deep learning model training and hardware usage from your mobile code a href http bit ly 34mbwt8 mit a code summary github https github com labmlai labml 9 110 110 38 47 open 22 09 2023 git clone https github com labmlai labml pypi https pypi org project labml 1 7k month 6 10 09 2023 pip install labml details details summary b a href https github com pytorch tnt tnt a b 26 1 6k a lightweight library for pytorch training tools and utilities code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch tnt 100 240 82 25 open 19 10 2023 git clone https github com pytorch tnt pypi https pypi org project torchnet 5 8k month 38 29 07 2018 pip install torchnet details details summary b a href https github com guildai guildai guild ai a b 25 820 experiment tracking ml developer tools code a href http bit ly 3nymfla apache 2 a code summary github https github com guildai guildai 29 81 14 82 440 50 open 12 08 2023 git clone https github com guildai guildai pypi https pypi org project guildai 1 4k month 11 05 2022 pip install guildai details details summary b a href https github com microsoft tensorwatch tensorwatch a b 21 3 3k debugging monitoring and visualization for python machine learning code a href http bit ly 34mbwt8 mit a code summary github https github com microsoft tensorwatch 15 360 130 70 75 open 30 08 2023 git clone https github com microsoft tensorwatch pypi https pypi org project tensorwatch 880 month 7 04 03 2020 pip install tensorwatch details details summary b a href https github com studioml studio studio ml a b 20 380 studio simplify and expedite model building process code a href http bit ly 3nymfla apache 2 a code summary github https github com studioml studio 24 52 5 250 22 open 06 09 2023 git clone https github com studioml studio pypi https pypi org project studioml 120 month 14 09 2021 pip install studioml details details summary b a href https github com google caliban caliban a b 16 490 research workflows made easy locally and in the cloud code a href http bit ly 3nymfla apache 2 a code summary github https github com google caliban 10 71 1 34 55 open 11 10 2023 git clone https github com google caliban pypi https pypi org project caliban 32 month 12 09 2020 pip install caliban details details summary show 16 hidden projects summary b a href https github com catalyst team catalyst catalyst a b 29 3 2k accelerated deep learning r d code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com huggingface knockknock knockknock a b 25 2 7k knock knock get notified when your training ends with only two code a href http bit ly 34mbwt8 mit a code b a href https github com stared livelossplot livelossplot a b 25 1 3k live training loss plot in jupyter notebook for keras code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code b a href https github com m3dev gokart gokart a b 24 290 gokart solves reproducibility task dependencies constraints of good code code a href http bit ly 34mbwt8 mit a code b a href https github com educationaltestingservice skll skll a b 23 540 scikit learn laboratory skll makes it easy to run machine code a href https tldrlegal com search q bsd 1 clause bsd 1 clause a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com waleedka hiddenlayer hiddenlayer a b 22 1 7k neural network graphs and training metrics for code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1e style display inline width 13 height 13 code b a href https github com instacart lore lore a b 20 1 5k lore makes machine learning approachable for software engineers and code a href http bit ly 34mbwt8 mit a code b a href https github com teamhg memex tensorboard logger tensorboard logger a b 20 620 log tensorboard events without touching tensorflow code a href http bit ly 34mbwt8 mit a code b a href https github com awslabs mxboard mxboard a b 20 320 logging mxnet data for visualization in tensorboard code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1x style display inline width 13 height 13 code b a href https github com replicate keepsake keepsake a b 18 1 6k version control for machine learning code a href http bit ly 3nymfla apache 2 a code b a href https github com datmo datmo datmo a b 17 340 open source production model management tool for data scientists code a href http bit ly 34mbwt8 mit a code b a href https github com aniketmaurya chitra chitra a b 17 220 a multi functional library for full stack deep learning simplifies code a href http bit ly 3nymfla apache 2 a code b a href https github com minerva ml steppy steppy a b 16 140 lightweight python library for fast and reproducible experimentation code a href http bit ly 34mbwt8 mit a code b a href https github com modelchimp modelchimp modelchimp a b 13 130 experiment tracking for machine and deep learning projects code a href http bit ly 3rqewvr bsd 2 a code b a href https www comet com cometml a b 13 supercharging machine learning code unlicensed code b a href https github com jrieke traintool traintool a b 8 12 train off the shelf machine learning models in one code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1f style display inline width 13 height 13 code details br model serialization deployment a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries to serialize models to files convert between a variety of model formats and optimize models for deployment details summary b a href https github com onnx onnx onnx a b 43 16k open standard for machine learning interoperability code a href http bit ly 3nymfla apache 2 a code summary github https github com onnx onnx 300 3 6k 19k 20k 2 6k 12 open 18 10 2023 git clone https github com onnx onnx pypi https pypi org project onnx 4m month 610 25 08 2023 pip install onnx conda https anaconda org conda forge onnx 860k 11 10 2023 conda install c conda forge onnx details details summary b a href https github com openai triton triton a b 41 8 5k development repository for the triton language and compiler code a href http bit ly 34mbwt8 mit a code summary github https github com openai triton 180 880 8 9k 850 39 open 18 10 2023 git clone https github com openai triton pypi https pypi org project triton 5 6m month 58 01 09 2023 pip install triton details details summary b a href https github com bentoml bentoml bentoml a b 35 5 8k build production grade ai applications code a href http bit ly 3nymfla apache 2 a code summary github https github com bentoml bentoml 180 650 2 1k 1 3k 950 19 open 19 10 2023 git clone https github com bentoml bentoml pypi https pypi org project bentoml 68k month 11 12 10 2023 pip install bentoml details details summary b a href https github com pytorch serve torchserve a b 35 3 7k serve optimize and scale pytorch models in production code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch serve 180 760 5k 520 1 4k 21 open 16 10 2023 git clone https github com pytorch serve pypi https pypi org project torchserve 37k month 13 12 10 2023 pip install torchserve conda https anaconda org pytorch torchserve 120k 12 10 2023 conda install c pytorch torchserve docker hub https hub docker com r pytorch torchserve 1 2m 21 12 10 2023 docker pull pytorch torchserve details details summary b a href https github com huggingface huggingface hub huggingface hub a b 35 1 2k all the open source things related to the hugging face hub code a href http bit ly 3nymfla apache 2 a code summary github https github com huggingface huggingface hub 110 300 610 17 open 19 10 2023 git clone https github com huggingface huggingface hub pypi https pypi org project huggingface hub 20m month 470 10 10 2023 pip install huggingface hub conda https anaconda org conda forge huggingface hub 1 4m 11 10 2023 conda install c conda forge huggingface hub details details summary b a href https github com apple coremltools core ml tools a b 32 3 7k core ml tools contain supporting tools for core ml model code a href http bit ly 3akzptv bsd 3 a code summary github https github com apple coremltools 160 550 8 2k 3 4k 1 2k 20 open 11 10 2023 git clone https github com apple coremltools pypi https pypi org project coremltools 180k month 160 18 09 2023 pip install coremltools conda https anaconda org conda forge coremltools 52k 16 06 2023 conda install c conda forge coremltools details details summary b a href https github com microsoft hummingbird hummingbird a b 26 3 2k hummingbird compiles trained ml models into tensor computation for code a href http bit ly 34mbwt8 mit a code summary github https github com microsoft hummingbird 39 260 350 300 18 open 13 10 2023 git clone https github com microsoft hummingbird pypi https pypi org project hummingbird ml 13k month 3 10 06 2020 pip install hummingbird ml conda https anaconda org conda forge hummingbird ml 36k 12 07 2023 conda install c conda forge hummingbird ml details details summary b a href https github com fastmachinelearning hls4ml hls4ml a b 25 940 machine learning on fpgas using hls code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com fastmachinelearning hls4ml 55 340 380 36 open 11 10 2023 git clone https github com fastmachinelearning hls4ml pypi https pypi org project hls4ml 570 month 12 11 2021 pip install hls4ml conda https anaconda org conda forge hls4ml 6 9k 16 06 2023 conda install c conda forge hls4ml details details summary b a href https github com bayeswitnesses m2cgen m2cgen a b 24 2 6k transform ml models into a native code java c python go code a href http bit ly 34mbwt8 mit a code summary github https github com bayeswitnesses m2cgen 14 220 54 170 120 39 open 05 10 2022 git clone https github com bayeswitnesses m2cgen pypi https pypi org project m2cgen 17k month 3 26 04 2022 pip install m2cgen details details summary b a href https github com nebuly ai nebuly nebullvm a b 23 8 3k developer toolkit for making ai models better code a href http bit ly 3nymfla apache 2 a code summary github https github com nebuly ai nebuly 40 650 200 48 open 18 10 2023 git clone https github com nebuly ai nebullvm pypi https pypi org project nebullvm 600 month 2 18 06 2023 pip install nebullvm details details summary b a href https github com cortexlabs cortex cortex a b 23 8k production infrastructure for machine learning at scale code a href http bit ly 3nymfla apache 2 a code summary github https github com cortexlabs cortex 24 610 1 1k 10 open 04 03 2023 git clone https github com cortexlabs cortex pypi https pypi org project cortex 1 2k month 1 23 09 2022 pip install cortex details details summary show 9 hidden projects summary b a href https github com microsoft mmdnn mmdnn a b 26 5 8k mmdnn is a set of tools to help users inter operate among different deep code a href http bit ly 34mbwt8 mit a code b a href https github com nok sklearn porter sklearn porter a b 23 1 2k transpile trained scikit learn estimators to c java code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com larq compute engine larq compute engine a b 21 230 highly optimized inference engine for binarized code a href http bit ly 3nymfla apache 2 a code b a href https github com gmalivenko pytorch2keras pytorch2keras a b 19 840 pytorch to keras model convertor code a href http bit ly 34mbwt8 mit a code b a href https github com cog imperial omlt omlt a b 19 220 represent trained machine learning models as pyomo optimization formulations code a href http bit ly 3akzptv bsd 3 a code b a href https github com cornerstone ondemand modelkit modelkit a b 17 150 toolkit for developing and maintaining ml models code a href http bit ly 34mbwt8 mit a code b a href https github com riga tfdeploy tfdeploy a b 16 350 deploy tensorflow graphs for fast evaluation and export to code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com apple ml ane transformers ml ane transformers a b 13 2 4k reference implementation of the transformer code unlicensed code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com backprop ai backprop backprop a b 13 240 backprop makes it simple to use finetune and deploy state of code a href http bit ly 3nymfla apache 2 a code details br model interpretability a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries to visualize explain debug evaluate and interpret machine learning models details summary b a href https github com shap shap shap a b 41 20k a game theoretic approach to explain the output of any machine learning model code a href http bit ly 34mbwt8 mit a code summary github https github com shap shap 220 3k 14k 2 3k 60 open 15 10 2023 git clone https github com slundberg shap pypi https pypi org project shap 7 4m month 420 09 10 2023 pip install shap conda https anaconda org conda forge shap 2 1m 09 10 2023 conda install c conda forge shap details details summary b a href https github com arviz devs arviz arviz a b 35 1 4k exploratory analysis of bayesian models with python code a href http bit ly 3nymfla apache 2 a code summary github https github com arviz devs arviz 150 350 130 5k 830 20 open 13 10 2023 git clone https github com arviz devs arviz pypi https pypi org project arviz 1 5m month 140 18 07 2023 pip install arviz conda https anaconda org conda forge arviz 2m 19 09 2023 conda install c conda forge arviz details details summary b a href https github com lutzroeder netron netron a b 34 24k visualizer for neural network deep learning and machine learning code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com lutzroeder netron 2 2 6k 59k 10 1k 2 open 19 10 2023 git clone https github com lutzroeder netron pypi https pypi org project netron 16k month 73 16 10 2023 pip install netron details details summary b a href https github com interpretml interpret interpretml a b 33 5 7k fit interpretable models explain blackbox machine learning code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com interpretml interpret 39 670 540 390 17 open 30 09 2023 git clone https github com interpretml interpret pypi https pypi org project interpret 71k month pip install interpret details details summary b a href https github com huggingface evaluate evaluate a b 32 1 6k evaluate a library for easily evaluating machine learning models code a href http bit ly 3nymfla apache 2 a code summary github https github com huggingface evaluate 120 180 4 3k 220 44 open 19 10 2023 git clone https github com huggingface evaluate pypi https pypi org project evaluate 1m month 130 13 10 2023 pip install evaluate details details summary b a href https github com py why dowhy dowhy a b 30 6 2k dowhy is a python library for causal inference that supports explicit code a href http bit ly 34mbwt8 mit a code summary github https github com py why dowhy 82 860 33 300 410 30 open 13 10 2023 git clone https github com py why dowhy pypi https pypi org project dowhy 38k month 7 05 09 2023 pip install dowhy conda https anaconda org conda forge dowhy 17k 16 06 2023 conda install c conda forge dowhy details details summary b a href https github com pytorch captum captum a b 30 4 2k model interpretability and understanding for pytorch code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pytorch captum 100 440 1 5k 480 32 open 13 10 2023 git clone https github com pytorch captum pypi https pypi org project captum 130k month pip install captum conda https anaconda org conda forge captum 17k 16 06 2023 conda install c conda forge captum details details summary b a href https github com parrt dtreeviz dtreeviz a b 30 2 7k a python library for decision tree visualization and model interpretation code a href http bit ly 34mbwt8 mit a code summary github https github com parrt dtreeviz 25 320 920 190 29 open 13 07 2023 git clone https github com parrt dtreeviz pypi https pypi org project dtreeviz 140k month 24 07 07 2022 pip install dtreeviz conda https anaconda org conda forge dtreeviz 61k 13 07 2023 conda install c conda forge dtreeviz details details summary b a href https github com oegedijk explainerdashboard explainerdashboard a b 30 2 1k quickly build explainable ai dashboards that show the inner code a href http bit ly 34mbwt8 mit a code summary github https github com oegedijk explainerdashboard 20 290 380 220 11 open 01 08 2023 git clone https github com oegedijk explainerdashboard pypi https pypi org project explainerdashboard 49k month 9 01 08 2023 pip install explainerdashboard conda https anaconda org conda forge explainerdashboard 40k 16 06 2023 conda install c conda forge explainerdashboard details details summary b a href https github com fairlearn fairlearn fairlearn a b 30 1 7k a python package to assess and improve fairness of machine code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com fairlearn fairlearn 76 360 2 460 38 open 19 10 2023 git clone https github com fairlearn fairlearn pypi https pypi org project fairlearn 520k month 24 27 07 2023 pip install fairlearn conda https anaconda org conda forge fairlearn 29k 28 07 2023 conda install c conda forge fairlearn details details summary b a href https github com seldonio alibi alibi a b 29 2 2k algorithms for explaining machine learning models code a href http bit ly 3nymfla apache 2 a code summary github https github com seldonio alibi 18 230 520 350 37 open 17 10 2023 git clone https github com seldonio alibi pypi https pypi org project alibi 26k month 25 07 07 2023 pip install alibi details details summary b a href https github com bmabey pyldavis pyldavis a b 29 1 7k python library for interactive topic model visualization port of code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com bmabey pyldavis 39 360 5 4k 180 45 open 24 04 2023 git clone https github com bmabey pyldavis pypi https pypi org project pyldavis 260k month 160 24 03 2021 pip install pyldavis conda https anaconda org conda forge pyldavis 75k 16 06 2023 conda install c conda forge pyldavis details details summary b a href https github com csinva imodels imodels a b 29 1 2k interpretable ml package for concise transparent and accurate code a href http bit ly 34mbwt8 mit a code summary github https github com csinva imodels 22 110 56 77 33 open 10 10 2023 git clone https github com csinva imodels pypi https pypi org project imodels 130k month 4 05 10 2023 pip install imodels details details summary b a href https github com microsoft responsible ai toolbox responsible ai widgets a b 29 1k responsible ai toolbox is a suite of tools providing code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com microsoft responsible ai toolbox 39 250 68 300 26 open 17 10 2023 git clone https github com microsoft responsible ai toolbox pypi https pypi org project raiwidgets 5 4k month 3 17 10 2023 pip install raiwidgets details details summary b a href https github com pair code lit lit a b 28 3 2k the learning interpretability tool interactively analyze ml models to code a href http bit ly 3nymfla apache 2 a code summary github https github com pair code lit 34 340 24 160 52 open 22 09 2023 git clone https github com pair code lit pypi https pypi org project lit nlp 3 2k month 1 22 09 2023 pip install lit nlp conda https anaconda org conda forge lit nlp 65k 16 06 2023 conda install c conda forge lit nlp details details summary b a href https github com maif shapash shapash a b 28 2 5k shapash user friendly explainability and interpretability to code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com maif shapash 35 290 130 180 18 open 20 09 2023 git clone https github com maif shapash pypi https pypi org project shapash 8k month 2 20 09 2023 pip install shapash details details summary b a href https github com trusted ai aix360 explainability 360 a b 27 1 4k interpretability and explainability of data and code a href http bit ly 3nymfla apache 2 a code summary github https github com trusted ai aix360 41 300 84 83 65 open 22 08 2023 git clone https github com trusted ai aix360 pypi https pypi org project aix360 760 month 1 31 07 2023 pip install aix360 details details summary b a href https github com tensorflow model analysis model analysis a b 27 1 2k model analysis tools for tensorflow code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com tensorflow model analysis 56 250 73 27 open 11 10 2023 git clone https github com tensorflow model analysis pypi https pypi org project tensorflow model analysis 310k month pip install tensorflow model analysis details details summary b a href https github com districtdatalabs yellowbrick yellowbrick a b 26 4 1k visual analysis and diagnostic tools to facilitate machine code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com districtdatalabs yellowbrick 110 550 700 12 open 05 07 2023 git clone https github com districtdatalabs yellowbrick pypi https pypi org project yellowbrick 390k month 81 21 08 2022 pip install yellowbrick conda https anaconda org conda forge yellowbrick 71k 16 06 2023 conda install c conda forge yellowbrick details details summary b a href https github com trusted ai aif360 fairness 360 a b 26 2 2k a comprehensive set of fairness metrics for datasets and code a href http bit ly 3nymfla apache 2 a code summary github https github com trusted ai aif360 69 760 310 260 64 open 11 10 2023 git clone https github com trusted ai aif360 pypi https pypi org project aif360 6 2k month 12 04 03 2021 pip install aif360 conda https anaconda org conda forge aif360 7 1k 14 10 2023 conda install c conda forge aif360 details details summary b a href https github com mckinsey causalnex causalnex a b 26 2k a python library that helps data scientists to infer code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com mckinsey causalnex 35 230 98 130 12 open 11 07 2023 git clone https github com quantumblacklabs causalnex pypi https pypi org project causalnex 4 8k month 3 11 11 2021 pip install causalnex details details summary b a href https github com albermax innvestigate innvestigate a b 26 1 2k a toolbox to innvestigate neural networks predictions code a href http bit ly 3rqewvr bsd 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com albermax innvestigate 20 230 81 110 260 19 open 12 10 2023 git clone https github com albermax innvestigate pypi https pypi org project innvestigate 780 month pip install innvestigate details details summary b a href https github com interpretml dice dice a b 25 1 2k generate diverse counterfactual explanations for any machine code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com interpretml dice 19 170 160 40 open 09 10 2023 git clone https github com interpretml dice pypi https pypi org project dice ml 63k month 5 02 06 2022 pip install dice ml details details summary b a href https github com marcotcr checklist checklist a b 24 1 9k beyond accuracy behavioral testing of nlp models with checklist code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com marcotcr checklist 15 190 280 87 4 open 26 09 2023 git clone https github com marcotcr checklist pypi https pypi org project checklist 3 5k month pip install checklist conda https anaconda org conda forge checklist 6 4k 16 06 2023 conda install c conda forge checklist details details summary b a href https github com philipperemy keract keract a b 24 1k layers outputs and gradients in keras made easy code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com philipperemy keract 16 180 190 89 3 open 30 09 2023 git clone https github com philipperemy keract pypi https pypi org project keract 4 4k month 9 25 09 2022 pip install keract details details summary b a href https github com pair code what if tool what if tool a b 22 840 source code webpage demos for the what if tool code a href http bit ly 3nymfla apache 2 a code summary github https github com pair code what if tool 20 150 140 58 open 27 04 2023 git clone https github com pair code what if tool pypi https pypi org project witwidget 3 8k month 4 12 10 2021 pip install witwidget conda https anaconda org conda forge tensorboard plugin wit 2 1m 16 06 2023 conda install c conda forge tensorboard plugin wit npm https www npmjs com package wit widget 910 month 1 12 10 2021 npm install wit widget details details summary b a href https github com jalammar ecco ecco a b 21 1 8k explain analyze and visualize nlp language models ecco creates code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com jalammar ecco 11 140 67 26 57 45 open 10 08 2023 git clone https github com jalammar ecco pypi https pypi org project ecco 470 month 1 09 01 2022 pip install ecco conda https anaconda org conda forge ecco 4 1k 16 06 2023 conda install c conda forge ecco details details summary b a href https github com dssg aequitas aequitas a b 21 570 bias and fairness audit toolkit code a href http bit ly 34mbwt8 mit a code summary github https github com dssg aequitas 18 97 140 65 64 open 20 08 2023 git clone https github com dssg aequitas pypi https pypi org project aequitas 1 5k month 6 16 12 2020 pip install aequitas details details summary b a href https github com tensorflow model card toolkit model card toolkit a b 19 390 a toolkit that streamlines and automates the generation code a href http bit ly 3nymfla apache 2 a code summary github https github com tensorflow model card toolkit 22 79 8 21 33 30 open 26 07 2023 git clone https github com tensorflow model card toolkit pypi https pypi org project model card toolkit 1 4k month 1 28 04 2022 pip install model card toolkit details details summary b a href https github com tensorflow fairness indicators fairness indicators a b 19 320 tensorflows fairness evaluation and visualization code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com tensorflow fairness indicators 33 78 30 70 open 16 08 2023 git clone https github com tensorflow fairness indicators pypi https pypi org project fairness indicators 4 6k month 13 12 2022 pip install fairness indicators details details summary b a href https github com aerdem4 lofo importance lofo a b 16 770 leave one feature out importance code a href http bit ly 34mbwt8 mit a code summary github https github com aerdem4 lofo importance 5 76 27 25 12 open 14 04 2023 git clone https github com aerdem4 lofo importance pypi https pypi org project lofo importance 1 2k month pip install lofo importance details details summary b a href https github com misaogura flashtorch flashtorch a b 15 710 visualization toolkit for neural networks in pytorch demo code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com misaogura flashtorch 2 88 15 32 31 open 21 09 2023 git clone https github com misaogura flashtorch pypi https pypi org project flashtorch 120 month 29 05 2020 pip install flashtorch details details summary b a href https github com interpretml interpret text interpret text a b 13 380 a library that incorporates state of the art explainers for code a href http bit ly 34mbwt8 mit a code code img src https git io jly1e style display inline width 13 height 13 code summary github https github com interpretml interpret text 17 66 100 83 open 02 10 2023 git clone https github com interpretml interpret text pypi https pypi org project interpret text 36 month 07 12 2021 pip install interpret text details details summary show 20 hidden projects summary b a href https github com marcotcr lime lime a b 33 11k lime explaining the predictions of any machine learning classifier code a href http bit ly 3rqewvr bsd 2 a code b a href https github com deepchecks deepchecks deep checks a b 28 3 1k deepchecks tests for continuous validation of ml models code unlicensed code b a href https github com reiinakano scikit plot scikit plot a b 28 2 4k an intuitive library to add plotting functionality to code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com teamhg memex eli5 eli5 a b 26 2 7k a library for debugging inspecting machine learning classifiers and code a href http bit ly 34mbwt8 mit a code b a href https github com tensorflow lucid lucid a b 25 4 6k a collection of infrastructure and tools for research in code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com raghakot keras vis keras vis a b 24 3k neural network visualization toolkit for keras code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com modeloriented dalex dalex a b 24 1 2k model agnostic language for exploration and explanation code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com sicara tf explain tf explain a b 22 1k interpretability methods for tf keras models with tensorflow code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com parrt random forest importances random forest importances a b 22 570 code to compute permutation and drop column code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com understandable machine intelligence lab quantus quantus a b 21 420 quantus is an explainable ai toolkit for responsible evaluation of code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com kundajelab deeplift deeplift a b 20 760 public facing deeplift repo code a href http bit ly 34mbwt8 mit a code b a href https github com andosa treeinterpreter treeinterpreter a b 20 730 package for interpreting scikit learns decision tree code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com tensorflow tcav tcav a b 18 590 code for the tcav ml interpretability project code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com marcotcr anchor anchor a b 16 760 code for high precision model agnostic explanations paper code a href http bit ly 3rqewvr bsd 2 a code b a href https github com ethicalml xai xai a b 15 940 xai an explainability toolbox for machine learning code a href http bit ly 34mbwt8 mit a code b a href https github com explainx explainx explainx ai a b 14 370 explainable ai framework for data scientists explain debug any code a href http bit ly 34mbwt8 mit a code b a href https github com suinleelab attributionpriors attribution priors a b 12 120 tools for training explainable models using code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com sap contextual ai contextual ai a b 12 85 contextual ai adds explainability to different stages of code a href http bit ly 3nymfla apache 2 a code b a href https github com edublancas sklearn evaluation sklearn evaluation a b 10 2 machine learning model evaluation made easy plots code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com intuit bias detector bias detector a b 9 43 code a href http bit ly 34mbwt8 mit a code details br vector similarity search ann a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for approximate nearest neighbor search and vector indexing similarity search nbsp b a href https github com erikbern ann benchmarks ann benchmarks a b 4 1k benchmarks of approximate nearest neighbor libraries in python details summary b a href https github com milvus io milvus milvus a b 40 24k a cloud native vector database storage for next generation ai code a href http bit ly 3nymfla apache 2 a code summary github https github com milvus io milvus 260 2 5k 48k 9 3k 7 open 19 10 2023 git clone https github com milvus io milvus pypi https pypi org project pymilvus 460k month 34 22 09 2023 pip install pymilvus docker hub https hub docker com r milvusdb milvus 6 5m 37 19 10 2023 docker pull milvusdb milvus details details summary b a href https github com facebookresearch faiss faiss a b 38 25k a library for efficient similarity search and clustering of dense vectors code a href http bit ly 34mbwt8 mit a code summary github https github com facebookresearch faiss 140 3 1k 3 2k 2 2k 16 open 17 10 2023 git clone https github com facebookresearch faiss pypi https pypi org project pymilvus 460k month 34 22 09 2023 pip install pymilvus conda https anaconda org conda forge faiss 950k 16 06 2023 conda install c conda forge faiss details details summary b a href https github com spotify annoy annoy a b 35 12k approximate nearest neighbors in c python optimized for memory usage code a href http bit ly 3nymfla apache 2 a code summary github https github com spotify annoy 88 1 1k 3 2k 400 13 open 20 08 2023 git clone https github com spotify annoy pypi https pypi org project annoy 1m month 270 14 06 2023 pip install annoy conda https anaconda org conda forge python annoy 370k 25 09 2023 conda install c conda forge python annoy details details summary b a href https github com nmslib hnswlib hnswlib a b 31 3 5k header only c python library for fast approximate nearest code a href http bit ly 3nymfla apache 2 a code summary github https github com nmslib hnswlib 65 500 5 2k 320 53 open 05 02 2023 git clone https github com nmslib hnswlib pypi https pypi org project hnswlib 720k month 51 05 02 2023 pip install hnswlib conda https anaconda org conda forge hnswlib 110k 27 09 2023 conda install c conda forge hnswlib details details summary b a href https github com lmcinnes pynndescent pynndescent a b 29 800 a python nearest neighbor descent for approximate nearest neighbors code a href http bit ly 3rqewvr bsd 2 a code summary github https github com lmcinnes pynndescent 26 98 4 5k 130 52 open 12 09 2023 git clone https github com lmcinnes pynndescent pypi https pypi org project pynndescent 970k month 59 31 10 2022 pip install pynndescent conda https anaconda org conda forge pynndescent 1 7m 16 06 2023 conda install c conda forge pynndescent details details summary b a href https github com unum cloud usearch usearch a b 27 820 fastest open source search clustering engine for vectors strings code a href http bit ly 3nymfla apache 2 a code summary github https github com unum cloud usearch 23 40 310 21 62 32 open 17 10 2023 git clone https github com unum cloud usearch pypi https pypi org project usearch 36k month 1 17 10 2023 pip install usearch npm https www npmjs com package usearch 4 7k month 2 17 10 2023 npm install usearch docker hub https hub docker com r unum usearch 41 1 17 10 2023 docker pull unum usearch details details summary b a href https github com yahoojapan ngt ngt a b 22 1 1k nearest neighbor search with neighborhood graph and tree for high code a href http bit ly 3nymfla apache 2 a code summary github https github com yahoojapan ngt 14 100 120 12 open 31 08 2023 git clone https github com yahoojapan ngt pypi https pypi org project ngt 6 5k month 8 21 09 2022 pip install ngt details details summary b a href https github com pixelogik nearpy nearpy a b 20 750 python framework for fast approximated nearest neighbour search in code a href http bit ly 34mbwt8 mit a code summary github https github com pixelogik nearpy 19 150 91 64 39 open 22 01 2023 git clone https github com pixelogik nearpy pypi https pypi org project nearpy 680 month 16 27 09 2016 pip install nearpy details details summary b a href https github com kakao n2 n2 a b 19 550 toros n2 lightweight approximate nearest neighbor library which runs fast code a href http bit ly 3nymfla apache 2 a code summary github https github com kakao n2 20 70 28 35 37 open 27 06 2023 git clone https github com kakao n2 pypi https pypi org project n2 350 month 4 16 10 2020 pip install n2 details details summary show 3 hidden projects summary b a href https github com nmslib nmslib nmslib a b 31 3 2k non metric space library nmslib an efficient similarity search code a href http bit ly 3nymfla apache 2 a code b a href https github com plasticityai magnitude magnitude a b 24 1 6k a fast efficient universal vector embedding utility package code a href http bit ly 34mbwt8 mit a code b a href https github com facebookresearch pysparnn pysparnn a b 11 910 approximate nearest neighbor search for sparse data in python code a href http bit ly 3akzptv bsd 3 a code details br probabilistics statistics a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries providing capabilities for probabilistic programming reasoning bayesian inference gaussian processes or statistics details summary b a href https github com pymc devs pymc pymc3 a b 40 7 8k bayesian modeling in python code a href http bit ly 3nymfla apache 2 a code summary github https github com pymc devs pymc 470 1 8k 1 9k 2 1k 3 1k 6 open 17 10 2023 git clone https github com pymc devs pymc pypi https pypi org project pymc3 470k month 250 15 03 2022 pip install pymc3 conda https anaconda org conda forge pymc3 540k 16 06 2023 conda install c conda forge pymc3 details details summary b a href https github com tensorflow probability tensorflow probability a b 37 4k probabilistic reasoning and statistical analysis in code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow probability 480 1 1k 1 4k 46 open 18 10 2023 git clone https github com tensorflow probability pypi https pypi org project tensorflow probability 1 3m month 430 02 10 2023 pip install tensorflow probability conda https anaconda org conda forge tensorflow probability 120k 23 07 2023 conda install c conda forge tensorflow probability details details summary b a href https github com pyro ppl pyro pyro a b 36 8 2k deep universal probabilistic programming with python and pytorch code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pyro ppl pyro 140 940 1 6k 1k 20 open 07 10 2023 git clone https github com pyro ppl pyro pypi https pypi org project pyro ppl 520k month pip install pyro ppl conda https anaconda org conda forge pyro ppl 120k 29 07 2023 conda install c conda forge pyro ppl details details summary b a href https github com cornellius gp gpytorch gpytorch a b 31 3 2k a highly efficient implementation of gaussian processes in pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com cornellius gp gpytorch 120 500 1 6k 1 3k 24 open 20 09 2023 git clone https github com cornellius gp gpytorch pypi https pypi org project gpytorch 220k month 67 02 06 2023 pip install gpytorch conda https anaconda org conda forge gpytorch 130k 11 08 2023 conda install c conda forge gpytorch details details summary b a href https github com jmschrei pomegranate pomegranate a b 31 3 2k fast flexible and easy to use probabilistic modelling in python code a href http bit ly 34mbwt8 mit a code summary github https github com jmschrei pomegranate 71 570 990 740 3 open 26 08 2023 git clone https github com jmschrei pomegranate pypi https pypi org project pomegranate 23k month 57 17 09 2023 pip install pomegranate conda https anaconda org conda forge pomegranate 140k 07 09 2023 conda install c conda forge pomegranate details details summary b a href https github com pgmpy pgmpy pgmpy a b 31 2 5k python library for learning structure and parameter inference code a href http bit ly 34mbwt8 mit a code summary github https github com pgmpy pgmpy 120 680 290 740 870 29 open 18 10 2023 git clone https github com pgmpy pgmpy pypi https pypi org project pgmpy 52k month 31 16 10 2023 pip install pgmpy details details summary b a href https github com gpflow gpflow gpflow a b 30 1 8k gaussian processes in tensorflow code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com gpflow gpflow 83 440 570 820 17 open 09 08 2023 git clone https github com gpflow gpflow pypi https pypi org project gpflow 45k month 36 09 08 2023 pip install gpflow conda https anaconda org conda forge gpflow 24k 16 06 2023 conda install c conda forge gpflow details details summary b a href https github com dfm emcee emcee a b 30 1 4k the python ensemble sampling toolkit for affine invariant mcmc code a href http bit ly 34mbwt8 mit a code summary github https github com dfm emcee 71 430 2 1k 280 17 open 17 10 2023 git clone https github com dfm emcee pypi https pypi org project emcee 92k month 350 10 05 2022 pip install emcee conda https anaconda org conda forge emcee 310k 16 06 2023 conda install c conda forge emcee details details summary b a href https github com pydata patsy patsy a b 30 900 describing statistical models in python using symbolic formulas code a href http bit ly 3rqewvr bsd 2 a code summary github https github com pydata patsy 17 100 81k 150 48 open 09 10 2022 git clone https github com pydata patsy pypi https pypi org project patsy 9 4m month 2 7k 09 10 2022 pip install patsy conda https anaconda org conda forge patsy 9 2m 16 06 2023 conda install c conda forge patsy details details summary b a href https github com salib salib salib a b 30 750 sensitivity analysis library in python contains sobol morris fast and code a href http bit ly 34mbwt8 mit a code summary github https github com salib salib 44 220 910 320 15 open 13 10 2023 git clone https github com salib salib pypi https pypi org project salib 100k month 82 22 06 2022 pip install salib conda https anaconda org conda forge salib 140k 16 06 2023 conda install c conda forge salib details details summary b a href https github com hmmlearn hmmlearn hmmlearn a b 29 2 8k hidden markov models in python with scikit learn like api code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com hmmlearn hmmlearn 45 730 2 1k 420 13 open 31 08 2023 git clone https github com hmmlearn hmmlearn pypi https pypi org project hmmlearn 160k month 140 10 02 2022 pip install hmmlearn conda https anaconda org conda forge hmmlearn 200k 07 10 2023 conda install c conda forge hmmlearn details details summary b a href https github com bambinos bambi bambi a b 27 940 bayesian model building interface bambi in python code a href http bit ly 34mbwt8 mit a code summary github https github com bambinos bambi 35 110 89 360 18 open 11 10 2023 git clone https github com bambinos bambi pypi https pypi org project bambi 19k month 9 02 07 2023 pip install bambi conda https anaconda org conda forge bambi 27k 02 07 2023 conda install c conda forge bambi details details summary b a href https github com baal org baal baal a b 25 790 library to enable bayesian active learning in your research or labeling code a href http bit ly 3nymfla apache 2 a code summary github https github com baal org baal 21 79 52 110 22 open 02 10 2023 git clone https github com baal org baal pypi https pypi org project baal 1 8k month 1 02 10 2023 pip install baal conda https anaconda org conda forge baal 7 2k 12 06 2023 conda install c conda forge baal details details summary b a href https github com uber orbit orbit a b 23 1 7k a python package for bayesian forecasting with object oriented design code a href http bit ly 3nymfla apache 2 a code summary github https github com uber orbit 18 130 39 390 16 open 26 09 2023 git clone https github com uber orbit pypi https pypi org project orbit ml 100k month 1 29 01 2023 pip install orbit ml details details summary show 9 hidden projects summary b a href https github com rlabbe filterpy filterpy a b 31 2 9k python kalman filtering and optimal estimation library implements code a href http bit ly 34mbwt8 mit a code b a href https github com twopirllc pandas ta pandas ta a b 30 4 1k technical analysis indicators pandas ta is an easy to use code a href http bit ly 34mbwt8 mit a code code img src https git io jly1s style display inline width 13 height 13 code b a href https github com raphaelvallat pingouin pingouin a b 29 1 4k statistical package in python based on pandas code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com blei lab edward edward a b 28 4 8k a probabilistic programming language in tensorflow deep code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com stan dev pystan pystan a b 25 280 pystan a python interface to stan a platform for statistical modeling code a href http bit ly 3hkkrql isc a code b a href https github com maximtrp scikit posthocs scikit posthocs a b 21 300 multiple pairwise comparisons post hoc tests in python code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com pyro ppl funsor funsor a b 21 220 functional tensors for probabilistic programming code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com mattjj pyhsmm pyhsmm a b 20 540 bayesian inference in hsmms and hmms code a href http bit ly 34mbwt8 mit a code b a href https github com thu ml zhusuan zhusuan a b 15 2 2k a probabilistic programming library for bayesian deep learning code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code details br adversarial robustness a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for testing the robustness of machine learning models against attacks with adversarial malicious examples details summary b a href https github com trusted ai adversarial robustness toolbox art a b 34 4k adversarial robustness toolbox art python library for machine learning code a href http bit ly 34mbwt8 mit a code summary github https github com trusted ai adversarial robustness toolbox 130 1 1k 440 860 14 open 22 09 2023 git clone https github com trusted ai adversarial robustness toolbox pypi https pypi org project adversarial robustness toolbox 28k month 9 22 09 2023 pip install adversarial robustness toolbox conda https anaconda org conda forge adversarial robustness toolbox 33k 22 09 2023 conda install c conda forge adversarial robustness toolbox details details summary b a href https github com qdata textattack textattack a b 30 2 5k textattack is a python framework for adversarial attacks data code a href http bit ly 34mbwt8 mit a code summary github https github com qdata textattack 60 340 200 260 16 open 30 09 2023 git clone https github com qdata textattack pypi https pypi org project textattack 5 1k month 5 11 09 2023 pip install textattack conda https anaconda org conda forge textattack 6 7k 16 06 2023 conda install c conda forge textattack details details summary b a href https github com cleverhans lab cleverhans cleverhans a b 29 5 9k an adversarial example library for constructing attacks code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com cleverhans lab cleverhans 130 1 4k 530 460 8 open 31 01 2023 git clone https github com cleverhans lab cleverhans pypi https pypi org project cleverhans 1k month 12 24 07 2021 pip install cleverhans conda https anaconda org conda forge cleverhans 7 1k 16 06 2023 conda install c conda forge cleverhans details details summary show 6 hidden projects summary b a href https github com bethgelab foolbox foolbox a b 27 2 6k a python toolbox to create adversarial examples that fool neural code a href http bit ly 34mbwt8 mit a code b a href https github com borealisai advertorch advertorch a b 23 1 2k a toolbox for adversarial robustness research code a href http bit ly 2m0xdwt gpl 3 0 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com advboxes advbox advbox a b 18 1 3k advbox is a toolbox to generate adversarial examples that fool code a href http bit ly 3nymfla apache 2 a code b a href https github com madrylab robustness robustness a b 18 840 a library for experimenting with training and evaluating neural code a href http bit ly 34mbwt8 mit a code b a href https github com textflint textflint textflint a b 17 620 unified multilingual robustness evaluation toolkit for code a href http bit ly 2m0xdwt gpl 3 0 a code b a href https github com airbnb artificial adversary adversary a b 14 380 tool to generate adversarial text examples and test machine code a href http bit ly 34mbwt8 mit a code details br gpu accelerator utilities a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries that require and make use of cuda gpu or other accelerator hardware capabilities to optimize machine learning tasks details summary b a href https github com rapidsai cudf cudf a b 33 6k cudf gpu dataframe library code a href http bit ly 3nymfla apache 2 a code summary github https github com rapidsai cudf 260 730 46 5 8k 15 open 18 10 2023 git clone https github com rapidsai cudf pypi https pypi org project cudf 1 6k month 8 01 06 2020 pip install cudf details details summary b a href https github com huggingface optimum optimum a b 32 1 7k accelerate training and inference of transformers and diffusers with code a href http bit ly 3nymfla apache 2 a code summary github https github com huggingface optimum 82 260 700 540 41 open 19 10 2023 git clone https github com huggingface optimum pypi https pypi org project optimum 430k month 31 21 09 2023 pip install optimum conda https anaconda org conda forge optimum 9 3k 18 06 2023 conda install c conda forge optimum details details summary b a href https github com wookayin gpustat gpustat a b 31 3 6k a simple command line utility for querying and monitoring gpu status code a href http bit ly 34mbwt8 mit a code summary github https github com wookayin gpustat 17 260 4 1k 120 24 open 16 10 2023 git clone https github com wookayin gpustat pypi https pypi org project gpustat 1 2m month 130 22 08 2023 pip install gpustat conda https anaconda org conda forge gpustat 270k 23 08 2023 conda install c conda forge gpustat details details summary b a href https github com nvidia apex apex a b 30 7 6k a pytorch extension tools for easy mixed precision and distributed code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com nvidia apex 120 1 3k 2k 1 2k 56 open 19 10 2023 git clone https github com nvidia apex conda https anaconda org conda forge nvidia apex 170k 16 06 2023 conda install c conda forge nvidia apex details details summary b a href https github com rapidsai cuml cuml a b 30 3 6k cuml rapids machine learning library code a href http bit ly 3nymfla apache 2 a code summary github https github com rapidsai cuml 170 470 2 3k 34 open 18 10 2023 git clone https github com rapidsai cuml pypi https pypi org project cuml 1 6k month 5 01 06 2020 pip install cuml details details summary b a href https github com inducer pycuda pycuda a b 30 1 6k cuda integration for python plus shiny features code a href http bit ly 34mbwt8 mit a code summary github https github com inducer pycuda 80 270 2 4k 260 30 open 28 08 2023 git clone https github com inducer pycuda pypi https pypi org project pycuda 34k month 220 21 12 2022 pip install pycuda conda https anaconda org conda forge pycuda 260k 01 10 2023 conda install c conda forge pycuda details details summary b a href https github com arrayfire arrayfire arrayfire a b 28 4 2k arrayfire a general purpose gpu library code a href http bit ly 3akzptv bsd 3 a code summary github https github com arrayfire arrayfire 88 510 4 6k 1 6k 18 open 05 10 2023 git clone https github com arrayfire arrayfire pypi https pypi org project arrayfire 940 month 7 22 02 2022 pip install arrayfire details details summary b a href https github com rapidsai cugraph cugraph a b 27 1 4k cugraph rapids graph analytics library code a href http bit ly 3nymfla apache 2 a code summary github https github com rapidsai cugraph 100 250 2 1 6k 18 open 18 10 2023 git clone https github com rapidsai cugraph pypi https pypi org project cugraph 140 month 2 01 06 2020 pip install cugraph conda https anaconda org conda forge libcugraph 17k 16 06 2023 conda install c conda forge libcugraph details details summary b a href https github com cupy cupy cupy a b 26 7 1k numpy scipy for gpu code a href http bit ly 34mbwt8 mit a code summary github https github com cupy cupy 260 700 git clone https github com cupy cupy pypi https pypi org project cupy 19k month 200 08 08 2023 pip install cupy conda https anaconda org conda forge cupy 3 1m 04 10 2023 conda install c conda forge cupy docker hub https hub docker com r cupy cupy 58k 11 15 08 2023 docker pull cupy cupy details details summary b a href https github com nvidia dali dali a b 25 4 6k a gpu accelerated library containing highly optimized building blocks code a href http bit ly 3nymfla apache 2 a code summary github https github com nvidia dali 87 590 1 5k 18 open 18 10 2023 git clone https github com nvidia dali details details summary b a href https github com lebedov scikit cuda scikit cuda a b 24 940 python interface to gpu powered libraries code a href http bit ly 3akzptv bsd 3 a code summary github https github com lebedov scikit cuda 44 170 270 220 23 open 15 10 2023 git clone https github com lebedov scikit cuda pypi https pypi org project scikit cuda 700 month 49 27 05 2019 pip install scikit cuda details details summary b a href https github com nvidia merlin merlin merlin a b 22 610 nvidia merlin is an open source library providing end to end gpu code a href http bit ly 3nymfla apache 2 a code summary github https github com nvidia merlin merlin 32 92 440 44 open 10 10 2023 git clone https github com nvidia merlin merlin pypi https pypi org project merlin core 4 6k month 1 29 08 2023 pip install merlin core details details summary b a href https github com komputeproject kompute vulkan kompute a b 21 1 3k general purpose gpu compute framework built on vulkan to code a href http bit ly 3nymfla apache 2 a code summary github https github com komputeproject kompute 22 92 470 7 190 33 open 12 08 2023 git clone https github com komputeproject kompute pypi https pypi org project kp 160 month 13 04 2022 pip install kp details details summary b a href https github com rapidsai cusignal cusignal a b 18 700 gpu accelerated signal processing code a href http bit ly 3nymfla apache 2 a code summary github https github com rapidsai cusignal 46 120 160 16 open 21 09 2023 git clone https github com rapidsai cusignal details details summary show 6 hidden projects summary b a href https github com anderskm gputil gputil a b 23 1k a python module for getting the gpu status from nvida gpus using nvidia code a href http bit ly 34mbwt8 mit a code b a href https github com fbcotter py3nvml py3nvml a b 23 230 python 3 bindings for nvml library get nvidia gpu status inside code a href http bit ly 3akzptv bsd 3 a code b a href https github com blazingdb blazingsql blazingsql a b 20 1 9k blazingsql is a lightweight gpu accelerated sql engine for code a href http bit ly 3nymfla apache 2 a code b a href https github com nicolargo nvidia ml py3 nvidia ml py3 a b 18 120 python 3 bindings for the nvidia management library code a href http bit ly 3akzptv bsd 3 a code b a href https github com santosh gupta speedtorch speedtorch a b 15 670 library for faster pinned cpu gpu transfer in pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com stas00 ipyexperiments ipyexperiments a b 15 160 jupyter ipython experiment containers for gpu and code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1e style display inline width 13 height 13 code details br tensorflow utilities a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries that extend tensorflow with additional capabilities details summary b a href https github com tensorflow datasets tensorflow datasets a b 38 4k tfds is a collection of datasets ready to use with code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow datasets 300 1 5k 15k 1 3k 48 open 18 10 2023 git clone https github com tensorflow datasets pypi https pypi org project tensorflow datasets 1 9m month 210 08 09 2023 pip install tensorflow datasets conda https anaconda org conda forge tensorflow datasets 24k 16 06 2023 conda install c conda forge tensorflow datasets details details summary b a href https github com tensorflow addons tf addons a b 35 1 7k useful extra functionality for tensorflow 2 x maintained by code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow addons 200 590 13k 1 1k 21 open 17 10 2023 git clone https github com tensorflow addons pypi https pypi org project tensorflow addons 830k month 220 17 10 2023 pip install tensorflow addons details details summary b a href https github com tensorflow hub tensorflow hub a b 34 3 4k a library for transfer learning by reusing parts of code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow hub 110 1 7k 680 0 open 19 10 2023 git clone https github com tensorflow hub pypi https pypi org project tensorflow hub 2 4m month 330 06 10 2023 pip install tensorflow hub conda https anaconda org conda forge tensorflow hub 90k 13 07 2023 conda install c conda forge tensorflow hub details details summary b a href https github com tensorflow tensor2tensor tensor2tensor a b 32 14k library of deep learning models and datasets designed to code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow tensor2tensor 240 3 3k 1 4k 1 3k 46 open 01 04 2023 git clone https github com tensorflow tensor2tensor pypi https pypi org project tensor2tensor 4 2k month 90 21 06 2017 pip install tensor2tensor details details summary b a href https github com tensorflow tfx tfx a b 32 2k tfx is an end to end platform for deploying production ml pipelines code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow tfx 180 670 920 10 open 18 10 2023 git clone https github com tensorflow tfx pypi https pypi org project tfx 48k month 14 06 09 2023 pip install tfx details details summary b a href https github com tensorflow model optimization tf model optimization a b 32 1 4k a toolkit to optimize ml models for deployment for code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow model optimization 82 320 3 2k 370 55 open 14 09 2023 git clone https github com tensorflow model optimization pypi https pypi org project tensorflow model optimization 460k month 30 26 05 2023 pip install tensorflow model optimization details details summary b a href https github com tensorflow transform tensorflow transform a b 32 970 input pipeline framework code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow transform 27 210 1 5k 220 20 open 16 10 2023 git clone https github com tensorflow transform pypi https pypi org project tensorflow transform 840k month 56 11 08 2023 pip install tensorflow transform details details summary b a href https github com tensorflow io tensorflow i o a b 30 670 dataset streaming and file system extensions code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow io 110 280 620 41 open 07 10 2023 git clone https github com tensorflow io pypi https pypi org project tensorflow io 3m month 33 08 09 2023 pip install tensorflow io details details summary b a href https github com tensorflow cloud tensorflow cloud a b 26 360 the tensorflow cloud repository provides apis that code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow cloud 27 84 300 100 73 open 22 12 2022 git clone https github com tensorflow cloud pypi https pypi org project tensorflow cloud 69k month 7 17 06 2021 pip install tensorflow cloud details details summary b a href https github com tensorflow neural structured learning neural structured learning a b 25 970 training neural models with structured signals code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow neural structured learning 38 190 380 69 1 open 20 09 2023 git clone https github com tensorflow neural structured learning pypi https pypi org project neural structured learning 14k month 3 29 07 2022 pip install neural structured learning details details summary b a href https github com tensorflow compression tf compression a b 23 780 data compression in tensorflow code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com tensorflow compression 21 240 98 7 open 12 10 2023 git clone https github com tensorflow compression pypi https pypi org project tensorflow compression 9 3k month 2 12 10 2023 pip install tensorflow compression details details summary show 5 hidden projects summary b a href https github com keras team keras preprocessing keras preprocessing a b 29 1k utilities for working with image data text data and code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com qubvel efficientnet efficientnet a b 25 2k implementation of efficientnet model keras and code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com pair code saliency saliency a b 21 900 framework agnostic implementation for state of the art code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com taehoonlee tensornets tensornets a b 20 1k high level network definitions with pre trained weights in code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code b a href https github com geffy tffm tffm a b 18 780 tensorflow implementation of an arbitrary order factorization machine code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code details br jax utilities a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries that extend jax with additional capabilities details summary b a href https github com patrick kidger equinox equinox a b 29 1 4k elegant easy to use neural networks scientific computing in code a href http bit ly 3nymfla apache 2 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code summary github https github com patrick kidger equinox 41 93 260 250 25 open 19 10 2023 git clone https github com patrick kidger equinox pypi https pypi org project equinox 21k month 36 13 10 2023 pip install equinox details details summary b a href https github com google evojax evojax a b 21 700 evojax hardware accelerated neuroevolution code a href http bit ly 3nymfla apache 2 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code summary github https github com google evojax 14 58 12 27 37 open 29 08 2023 git clone https github com google evojax pypi https pypi org project evojax 450 month 2 29 08 2023 pip install evojax conda https anaconda org conda forge evojax 21k 29 08 2023 conda install c conda forge evojax details details summary show 1 hidden projects summary b a href https github com ucl bug jaxdf jaxdf a b 13 98 a jax based research framework for writing differentiable code a href http bit ly 37rvqca lgpl 3 0 a code code img src https jax readthedocs io en latest static favicon png style display inline width 13 height 13 code details br sklearn utilities a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries that extend scikit learn with additional capabilities details summary b a href https github com scikit learn contrib imbalanced learn imbalanced learn a b 36 6 5k a python package to tackle the curse of imbalanced code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com scikit learn contrib imbalanced learn 80 1 2k 21k 570 6 open 07 09 2023 git clone https github com scikit learn contrib imbalanced learn pypi https pypi org project imbalanced learn 5 2m month 330 08 07 2023 pip install imbalanced learn conda https anaconda org conda forge imbalanced learn 490k 08 07 2023 conda install c conda forge imbalanced learn details details summary b a href https github com rasbt mlxtend mlxtend a b 34 4 5k a library of extension and helper modules for pythons data code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com rasbt mlxtend 100 830 11k 470 28 open 23 09 2023 git clone https github com rasbt mlxtend pypi https pypi org project mlxtend 750k month 180 25 09 2023 pip install mlxtend conda https anaconda org conda forge mlxtend 290k 25 09 2023 conda install c conda forge mlxtend details details summary b a href https github com intel scikit learn intelex scikit learn intelex a b 34 1 1k intel r extension for scikit learn is a seamless way code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com intel scikit learn intelex 77 160 8 1k 220 23 open 16 10 2023 git clone https github com intel scikit learn intelex pypi https pypi org project scikit learn intelex 170k month 17 21 07 2023 pip install scikit learn intelex conda https anaconda org conda forge scikit learn intelex 220k 25 07 2023 conda install c conda forge scikit learn intelex details details summary b a href https github com scikit learn contrib category encoders category encoders a b 33 2 3k a library of sklearn compatible categorical variable code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com scikit learn contrib category encoders 64 390 1 1k 280 16 open 10 10 2023 git clone https github com scikit learn contrib category encoders pypi https pypi org project category encoders 1 2m month 160 15 08 2023 pip install category encoders conda https anaconda org conda forge category encoders 240k 15 08 2023 conda install c conda forge category encoders details details summary b a href https github com scikit multilearn scikit multilearn scikit multilearn a b 28 870 a scikit learn based module for multi label et al code a href http bit ly 3rqewvr bsd 2 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com scikit multilearn scikit multilearn 28 170 1 3k 210 41 open 19 04 2023 git clone https github com scikit multilearn scikit multilearn pypi https pypi org project scikit multilearn 79k month 24 10 12 2018 pip install scikit multilearn details details summary b a href https github com koaning scikit lego scikit lego a b 27 1 1k extra blocks for scikit learn pipelines code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com koaning scikit lego 61 100 120 280 10 open 17 10 2023 git clone https github com koaning scikit lego pypi https pypi org project scikit lego 36k month pip install scikit lego conda https anaconda org conda forge scikit lego 44k 19 07 2023 conda install c conda forge scikit lego details details summary b a href https github com guofei9987 scikit opt scikit opt a b 24 4 5k genetic algorithm particle swarm optimization simulated code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com guofei9987 scikit opt 17 900 150 170 36 open 19 02 2023 git clone https github com guofei9987 scikit opt pypi https pypi org project scikit opt 3 5k month pip install scikit opt details details summary b a href https github com yzhao062 combo combo a b 20 630 aaai 20 a python toolbox for machine learning model code a href http bit ly 3rqewvr bsd 2 a code code img src https git io jly1f style display inline width 13 height 13 code code xgboost code summary github https github com yzhao062 combo 2 100 580 16 81 open 14 01 2023 git clone https github com yzhao062 combo pypi https pypi org project combo 72k month pip install combo details details summary b a href https github com scikit learn contrib deslib deslib a b 19 440 a python library for dynamic classifier and ensemble selection code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com scikit learn contrib deslib 16 73 44 150 9 open 18 06 2023 git clone https github com scikit learn contrib deslib pypi https pypi org project deslib 850 month 2 08 02 2021 pip install deslib details details summary show 10 hidden projects summary b a href https github com sebp scikit survival scikit survival a b 28 990 survival analysis built on top of scikit learn code a href http bit ly 2m0xdwt gpl 3 0 a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com iskandr fancyimpute fancyimpute a b 26 1 2k multivariate imputation and matrix completion code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com teamhg memex sklearn crfsuite sklearn crfsuite a b 24 420 scikit learn inspired api for crfsuite code unlicensed code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com scikit learn contrib lightning sklearn contrib lightning a b 22 1 7k large scale linear classification regression and code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com trent b iterative stratification iterative stratification a b 22 800 scikit learn cross validators for iterative code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com mathurinm celer celer a b 20 180 fast solver for l1 type problems lasso sparse logisitic regression code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com scikit learn contrib skope rules skope rules a b 19 560 machine learning with logical rules in python code unlicensed code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com scikit tda scikit tda scikit tda a b 18 450 topological data analysis for python code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com skggm skggm skggm a b 17 230 scikit learn compatible estimation of general graphical models code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com amueller dabl dabl a b 14 120 data analysis baseline library code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code details br pytorch utilities a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries that extend pytorch with additional capabilities details summary b a href https github com huggingface accelerate accelerate a b 38 5 9k a simple way to train and use pytorch models with multi code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com huggingface accelerate 180 620 16k 1k 10 open 19 10 2023 git clone https github com huggingface accelerate pypi https pypi org project accelerate 7 1m month 330 14 09 2023 pip install accelerate conda https anaconda org conda forge accelerate 76k 15 09 2023 conda install c conda forge accelerate details details summary b a href https github com kevinmusgrave pytorch metric learning pml a b 32 5 5k the easiest way to use deep metric learning in your application modular code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com kevinmusgrave pytorch metric learning 38 630 940 470 10 open 25 07 2023 git clone https github com kevinmusgrave pytorch metric learning pypi https pypi org project pytorch metric learning 360k month 19 25 07 2023 pip install pytorch metric learning conda https anaconda org metric learning pytorch metric learning 11k 16 06 2023 conda install c metric learning pytorch metric learning details details summary b a href https github com tinygrad tinygrad tinygrad a b 31 20k you like pytorch you like micrograd you love tinygrad code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com tinygrad tinygrad 220 2 1k 28 380 16 open 19 10 2023 git clone https github com geohot tinygrad details details summary b a href https github com lightning universe lightning flash lightning flash a b 30 1 7k your pytorch ai factory flash enables you to easily code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com lightning universe lightning flash 87 210 250 520 4 open 08 10 2023 git clone https github com lightning ai lightning flash pypi https pypi org project lightning flash 1 8k month 3 11 05 2022 pip install lightning flash conda https anaconda org conda forge lightning flash 16k 04 07 2023 conda install c conda forge lightning flash details details summary b a href https github com google research torchsde torchsde a b 30 1 4k differentiable sde solvers with gpu support and efficient code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com google research torchsde 8 170 1 6k 69 27 open 26 09 2023 git clone https github com google research torchsde pypi https pypi org project torchsde 980k month 10 26 09 2023 pip install torchsde conda https anaconda org conda forge torchsde 19k 16 06 2023 conda install c conda forge torchsde details details summary b a href https github com rtqichen torchdiffeq torchdiffeq a b 29 4 9k differentiable ode solvers with full gpu support and code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com rtqichen torchdiffeq 21 850 2 3k 200 30 open 30 08 2023 git clone https github com rtqichen torchdiffeq pypi https pypi org project torchdiffeq 830k month 36 22 04 2022 pip install torchdiffeq conda https anaconda org conda forge torchdiffeq 13k 16 06 2023 conda install c conda forge torchdiffeq details details summary b a href https github com jettify pytorch optimizer pytorch optimizer a b 29 2 9k torch optimizer collection of optimizers for code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com jettify pytorch optimizer 26 280 1k 61 50 open 20 06 2023 git clone https github com jettify pytorch optimizer pypi https pypi org project torch optimizer 100k month 42 31 10 2021 pip install torch optimizer conda https anaconda org conda forge torch optimizer 9k 16 06 2023 conda install c conda forge torch optimizer details details summary b a href https github com dreamquark ai tabnet tabnet a b 26 2 3k pytorch implementation of tabnet paper code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com dreamquark ai tabnet 21 440 310 16 open 23 07 2023 git clone https github com dreamquark ai tabnet pypi https pypi org project pytorch tabnet 33k month 11 23 07 2023 pip install pytorch tabnet conda https anaconda org conda forge pytorch tabnet 5 6k 16 06 2023 conda install c conda forge pytorch tabnet details details summary b a href https github com rusty1s pytorch scatter torch scatter a b 26 1 4k pytorch extension library of optimized scatter operations code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com rusty1s pytorch scatter 28 160 340 7 open 05 10 2023 git clone https github com rusty1s pytorch scatter pypi https pypi org project torch scatter 42k month 77 06 10 2023 pip install torch scatter conda https anaconda org conda forge pytorch scatter 220k 08 10 2023 conda install c conda forge pytorch scatter details details summary b a href https github com bloodaxe pytorch toolbelt pytorch toolbelt a b 25 1 4k pytorch extensions for fast r d prototyping and kaggle code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com bloodaxe pytorch toolbelt 7 120 30 3 open 27 08 2023 git clone https github com bloodaxe pytorch toolbelt pypi https pypi org project pytorch toolbelt 18k month 7 27 06 2022 pip install pytorch toolbelt details details summary b a href https github com rusty1s pytorch sparse pytorch sparse a b 24 880 pytorch extension library of optimized autograd sparse code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com rusty1s pytorch sparse 44 140 240 8 open 05 10 2023 git clone https github com rusty1s pytorch sparse pypi https pypi org project torch sparse 25k month 73 06 10 2023 pip install torch sparse conda https anaconda org conda forge pytorch sparse 230k 16 06 2023 conda install c conda forge pytorch sparse details details summary b a href https github com lucidrains reformer pytorch reformer pytorch a b 20 2k reformer the efficient transformer in pytorch code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com lucidrains reformer pytorch 11 250 120 11 open 21 06 2023 git clone https github com lucidrains reformer pytorch pypi https pypi org project reformer pytorch 1 9k month 06 11 2021 pip install reformer pytorch details details summary b a href https github com facebookresearch madgrad madgrad a b 16 790 madgrad optimization method code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com facebookresearch madgrad 2 56 62 11 9 open 11 04 2023 git clone https github com facebookresearch madgrad pypi https pypi org project madgrad 2 9k month 1 08 03 2022 pip install madgrad details details summary show 19 hidden projects summary b a href https github com cadene pretrained models pytorch pretrainedmodels a b 29 8 8k pretrained convnets for pytorch nasnet resnext code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com sksq96 pytorch summary pytorch summary a b 28 3 9k model summary in pytorch similar to model summary code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com lukemelas efficientnet pytorch efficientnet pytorch a b 27 7 6k a pytorch implementation of efficientnet and code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com asappresearch sru sru a b 23 2 1k training rnns as fast as cnns https arxiv org abs 1709 02755 code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com facebookresearch higher higher a b 23 1 6k higher is a pytorch library allowing users to obtain higher code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com rwightman gen efficientnet pytorch efficientnets a b 23 1 5k pretrained efficientnet efficientnet lite mixnet code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com luolc adabound adabound a b 20 2 9k an optimizer that trains as fast as adam and as good as sgd code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com szagoruyko pytorchviz pytorchviz a b 20 2 8k a small package to create visualizations of pytorch execution code a href http bit ly 34mbwt8 mit a code b a href https github com tristandeleu pytorch meta torchmeta a b 20 1 9k a collection of extensions and data loaders for few shot code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com lucidrains lambda networks lambda networks a b 20 1 5k implementation of lambdanetworks a new approach to code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com graal research poutyne poutyne a b 20 550 a simplified framework and utilities for pytorch code a href http bit ly 37rvqca lgpl 3 0 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com lucidrains performer pytorch performer pytorch a b 19 1k an implementation of performer a linear attention code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com karpathy micrograd micrograd a b 18 6 4k a tiny scalar valued autograd engine and a neural net library code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com adobe antialiased cnns antialiased cnns a b 18 1 6k pip install antialiased cnns to improve stability and code a href https tldrlegal com search q cc 20by nc sa 204 0 cc by nc sa 4 0 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com harvardnlp pytorch struct torch struct a b 17 1 1k fast general and tested differentiable structured code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com parrt tensor sensor tensor sensor a b 17 740 the goal of this library is to generate more helpful code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com abhishekkrthakur tez tez a b 15 1 2k tez is a super simple and lightweight trainer for pytorch it code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com achaiah pywick pywick a b 15 390 high level batteries included neural network training library for code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code b a href https github com torchdrift torchdrift torchdrift a b 14 300 drift detection for your pytorch models code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code details br database clients a href contents img align right width 15 height 15 src https git io jtehr alt back to top a libraries for connecting to operating and querying databases nbsp b a href https github com ml tooling best of python database clients best of python db clients a b 3 2k collection of database clients for python br others a href contents img align right width 15 height 15 src https git io jtehr alt back to top a details summary b a href https github com sympy sympy sympy a b 48 11k a computer algebra system written in pure python code a href http bit ly 3akzptv bsd 3 a code summary github https github com sympy sympy 1 3k 4k 520k 88k 13k 36 open 19 10 2023 git clone https github com sympy sympy pypi https pypi org project sympy 9 7m month 4 7k 10 05 2023 pip install sympy conda https anaconda org conda forge sympy 4 5m 16 06 2023 conda install c conda forge sympy details details summary b a href https github com scipy scipy scipy a b 47 12k ecosystem of open source software for mathematics science and engineering code a href http bit ly 3akzptv bsd 3 a code summary github https github com scipy scipy 1 5k 4 9k 380k 19 9 7k 17 open 18 10 2023 git clone https github com scipy scipy pypi https pypi org project scipy 63m month 64k 27 09 2023 pip install scipy conda https anaconda org conda forge scipy 43m 05 10 2023 conda install c conda forge scipy details details summary b a href https github com streamlit streamlit streamlit a b 41 28k streamlit a faster way to build and share data apps code a href http bit ly 3nymfla apache 2 a code summary github https github com streamlit streamlit 200 2 4k 1k 3 7k 18 open 19 10 2023 git clone https github com streamlit streamlit pypi https pypi org project streamlit 2 3m month 1 1k 03 10 2023 pip install streamlit details details summary b a href https github com gradio app gradio gradio a b 41 23k wrap uis around any model share with anyone code a href http bit ly 3nymfla apache 2 a code summary github https github com gradio app gradio 220 1 6k 15k 3k 14 open 19 10 2023 git clone https github com gradio app gradio pypi https pypi org project gradio 2 7m month 170 19 10 2023 pip install gradio details details summary b a href https github com hips autograd autograd a b 36 6 5k efficiently computes derivatives of numpy code code a href http bit ly 34mbwt8 mit a code summary github https github com hips autograd 55 870 6 3k 410 42 open 02 08 2023 git clone https github com hips autograd pypi https pypi org project autograd 1 2m month 320 23 06 2023 pip install autograd conda https anaconda org conda forge autograd 360k 26 06 2023 conda install c conda forge autograd details details summary b a href https github com deepchem deepchem deepchem a b 36 4 7k democratizing deep learning for drug discovery quantum chemistry code a href http bit ly 34mbwt8 mit a code code img src https git io jly1a style display inline width 13 height 13 code summary github https github com deepchem deepchem 230 1 5k 270 1 7k 27 open 17 10 2023 git clone https github com deepchem deepchem pypi https pypi org project deepchem 16k month 11 17 10 2023 pip install deepchem conda https anaconda org conda forge deepchem 100k 16 06 2023 conda install c conda forge deepchem details details summary b a href https github com simonw datasette datasette a b 35 8 4k an open source multi tool for exploring and publishing data code a href http bit ly 3nymfla apache 2 a code summary github https github com simonw datasette 75 590 58 1 1k 1 7k 31 open 13 10 2023 git clone https github com simonw datasette pypi https pypi org project datasette 34k month 200 08 10 2023 pip install datasette conda https anaconda org conda forge datasette 26k 27 09 2023 conda install c conda forge datasette details details summary b a href https github com wireservice agate agate a b 35 1 1k a python data analysis library that is optimized for humans instead of code a href http bit ly 34mbwt8 mit a code summary github https github com wireservice agate 52 150 2 2k 650 1 open 18 10 2023 git clone https github com wireservice agate pypi https pypi org project agate 4m month 150 18 10 2023 pip install agate conda https anaconda org conda forge agate 150k 18 10 2023 conda install c conda forge agate details details summary b a href https github com carla simulator carla carla a b 34 9 8k open source simulator for autonomous driving research code a href http bit ly 34mbwt8 mit a code summary github https github com carla simulator carla 150 2 9k 560 4 7k 18 open 06 06 2023 git clone https github com carla simulator carla pypi https pypi org project carla 13k month 4 24 12 2022 pip install carla details details summary b a href https github com paddlepaddle paddlehub paddlehub a b 33 12k awesome pre trained models toolkit based on paddlepaddle code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1m style display inline width 13 height 13 code summary github https github com paddlepaddle paddlehub 69 2 1k 660 1 4k 1 3k 44 open 28 03 2023 git clone https github com paddlepaddle paddlehub pypi https pypi org project paddlehub 5 1k month 6 20 09 2023 pip install paddlehub details details summary b a href https github com yzhao062 pyod pyod a b 33 7 5k a comprehensive and scalable python library for outlier detection anomaly code a href http bit ly 3rqewvr bsd 2 a code summary github https github com yzhao062 pyod 48 1 3k 2 9k 330 57 open 16 07 2023 git clone https github com yzhao062 pyod pypi https pypi org project pyod 630k month 56 25 06 2023 pip install pyod conda https anaconda org conda forge pyod 84k 26 06 2023 conda install c conda forge pyod details details summary b a href https github com serge sans paille pythran pythran a b 33 1 9k ahead of time compiler for numeric kernels code a href http bit ly 3akzptv bsd 3 a code summary github https github com serge sans paille pythran 72 190 1 3k 830 15 open 15 10 2023 git clone https github com serge sans paille pythran pypi https pypi org project pythran 190k month 22 06 09 2023 pip install pythran conda https anaconda org conda forge pythran 420k 21 09 2023 conda install c conda forge pythran details details summary b a href https github com online ml river river a b 32 4 5k online machine learning in python code a href http bit ly 3akzptv bsd 3 a code summary github https github com online ml river 110 500 370 460 4 open 15 10 2023 git clone https github com online ml river pypi https pypi org project river 19k month 29 03 09 2023 pip install river conda https anaconda org conda forge river 50k 06 10 2023 conda install c conda forge river details details summary b a href https github com scikit learn contrib hdbscan hdbscan a b 32 2 5k a high performance implementation of hdbscan clustering code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com scikit learn contrib hdbscan 85 460 2 7k 490 66 open 04 10 2023 git clone https github com scikit learn contrib hdbscan pypi https pypi org project hdbscan 590k month 220 18 07 2023 pip install hdbscan conda https anaconda org conda forge hdbscan 1 7m 06 10 2023 conda install c conda forge hdbscan details details summary b a href https github com pennylaneai pennylane pennylane a b 32 1 9k pennylane is a cross platform python library for differentiable code a href http bit ly 3nymfla apache 2 a code summary github https github com pennylaneai pennylane 140 480 70 640 1 1k 27 open 18 10 2023 git clone https github com pennylaneai pennylane pypi https pypi org project pennylane 36k month 58 28 08 2023 pip install pennylane conda https anaconda org conda forge pennylane 26k 11 09 2023 conda install c conda forge pennylane details details summary b a href https github com inducer pyopencl pyopencl a b 32 990 opencl integration for python plus shiny features code a href http bit ly 34mbwt8 mit a code summary github https github com inducer pyopencl 95 240 1 7k 330 21 open 18 10 2023 git clone https github com inducer pyopencl pypi https pypi org project pyopencl 82k month 200 12 10 2023 pip install pyopencl conda https anaconda org conda forge pyopencl 950k 13 10 2023 conda install c conda forge pyopencl details details summary b a href https github com datalad datalad datalad a b 31 460 keep code data containers under control with git and git annex code a href http bit ly 34mbwt8 mit a code summary github https github com datalad datalad 55 110 3 9k 13 open 18 10 2023 git clone https github com datalad datalad pypi https pypi org project datalad 18k month 63 10 08 2023 pip install datalad conda https anaconda org conda forge datalad 400k 10 08 2023 conda install c conda forge datalad details details summary b a href https github com gventuri pandas ai pandas ai a b 30 8 8k pandasai is the python library that integrates gen ai into pandas code a href http bit ly 34mbwt8 mit a code summary github https github com gventuri pandas ai 48 690 2 3k 340 32 open 18 10 2023 git clone https github com gventuri pandas ai pypi https pypi org project pandas ai pip install pandas ai details details summary b a href https github com uber causalml causalml a b 30 4 3k uplift modeling and causal inference with machine learning code a href http bit ly 3nymfla apache 2 a code summary github https github com uber causalml 56 690 170 360 24 open 16 10 2023 git clone https github com uber causalml pypi https pypi org project causalml 210k month 1 28 08 2023 pip install causalml details details summary b a href https github com adapter hub adapter transformers adapter transformers a b 30 1 9k huggingface transformers adapters code a href http bit ly 3nymfla apache 2 a code code huggingface code summary github https github com adapter hub adapter transformers 1 7k 280 240 350 18 open 09 09 2023 git clone https github com adapter hub adapter transformers pypi https pypi org project adapter transformers 16k month 7 18 05 2022 pip install adapter transformers details details summary b a href https github com continualai avalanche avalanche a b 30 1 5k avalanche an end to end library for continual learning based on code a href http bit ly 34mbwt8 mit a code summary github https github com continualai avalanche 72 240 4 50 750 11 open 18 10 2023 git clone https github com continualai avalanche pypi https pypi org project avalanche lib 1 7k month 1 28 07 2023 pip install avalanche lib details details summary b a href https github com tensorly tensorly tensorly a b 30 1 4k tensorly tensor learning in python code a href http bit ly 3rqewvr bsd 2 a code summary github https github com tensorly tensorly 66 270 490 250 23 open 18 10 2023 git clone https github com tensorly tensorly pypi https pypi org project tensorly 24k month 49 14 01 2023 pip install tensorly conda https anaconda org conda forge tensorly 360k 16 06 2023 conda install c conda forge tensorly details details summary b a href https github com pyjanitor devs pyjanitor pyjanitor a b 30 1 2k clean apis for data cleaning python implementation of r package code a href http bit ly 34mbwt8 mit a code summary github https github com pyjanitor devs pyjanitor 110 160 480 540 19 open 17 10 2023 git clone https github com pyjanitor devs pyjanitor pypi https pypi org project pyjanitor 31k month 18 18 09 2023 pip install pyjanitor conda https anaconda org conda forge pyjanitor 180k 16 06 2023 conda install c conda forge pyjanitor details details summary b a href https github com openvinotoolkit anomalib anomalib a b 29 2 5k an anomaly detection library comprising state of the art algorithms code a href http bit ly 3nymfla apache 2 a code summary github https github com openvinotoolkit anomalib 61 450 3 1k 31 580 10 open 17 10 2023 git clone https github com openvinotoolkit anomalib pypi https pypi org project anomalib 19k month 1 29 08 2023 pip install anomalib details details summary b a href https github com seldonio alibi detect alibi detect a b 29 2k algorithms for outlier adversarial and drift detection code a href http bit ly 3nymfla apache 2 a code summary github https github com seldonio alibi detect 19 200 370 370 36 open 12 10 2023 git clone https github com seldonio alibi detect pypi https pypi org project alibi detect 23k month 6 01 06 2022 pip install alibi detect details details summary b a href https github com maxhalford prince prince a b 29 1 1k multivariate exploratory data analysis in python pca ca mca mfa code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com maxhalford prince 16 180 420 130 2 open 11 10 2023 git clone https github com maxhalford prince pypi https pypi org project prince 75k month 10 11 10 2023 pip install prince conda https anaconda org conda forge prince factor analysis 17k 16 06 2023 conda install c conda forge prince factor analysis details details summary b a href https github com tableau tabpy tabpy a b 28 1 4k execute python code on the fly and display results in tableau visualizations code a href http bit ly 34mbwt8 mit a code summary github https github com tableau tabpy 49 570 140 310 3 open 10 10 2023 git clone https github com tableau tabpy pypi https pypi org project tabpy 14k month 2 30 01 2023 pip install tabpy conda https anaconda org anaconda tabpy client 4 4k 16 06 2023 conda install c anaconda tabpy client details details summary b a href https github com scikit learn contrib metric learn metric learn a b 28 1 3k metric learning algorithms in python code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com scikit learn contrib metric learn 22 260 300 170 31 open 29 09 2023 git clone https github com scikit learn contrib metric learn pypi https pypi org project metric learn 8 7k month 12 09 10 2023 pip install metric learn conda https anaconda org conda forge metric learn 11k 09 10 2023 conda install c conda forge metric learn details details summary b a href https github com nicodv kmodes kmodes a b 28 1 2k python implementations of the k modes and k prototypes clustering code a href http bit ly 34mbwt8 mit a code summary github https github com nicodv kmodes 22 400 2 3k 160 10 open 20 04 2023 git clone https github com nicodv kmodes pypi https pypi org project kmodes 150k month 33 14 04 2022 pip install kmodes conda https anaconda org conda forge kmodes 37k 16 06 2023 conda install c conda forge kmodes details details summary b a href https github com ljvmiranda921 pyswarms pyswarms a b 28 1 2k a research toolkit for particle swarm optimization in python code a href http bit ly 34mbwt8 mit a code summary github https github com ljvmiranda921 pyswarms 45 320 310 220 9 open 06 06 2023 git clone https github com ljvmiranda921 pyswarms pypi https pypi org project pyswarms 9 7k month 14 03 01 2021 pip install pyswarms details details summary b a href https github com google deepmind pysc2 pysc2 a b 27 7 8k starcraft ii learning environment code a href http bit ly 3nymfla apache 2 a code summary github https github com google deepmind pysc2 39 1 2k 31k 610 280 16 open 19 04 2023 git clone https github com deepmind pysc2 pypi https pypi org project pysc2 1 6k month 26 13 07 2022 pip install pysc2 details details summary b a href https github com sepandhaghighi pycm pycm a b 27 1 4k multi class confusion matrix library in python code a href http bit ly 34mbwt8 mit a code summary github https github com sepandhaghighi pycm 17 120 240 200 5 open 07 06 2023 git clone https github com sepandhaghighi pycm pypi https pypi org project pycm 35k month 16 27 04 2022 pip install pycm details details summary b a href https github com google trax trax a b 26 7 7k trax deep learning with clear code and speed code a href http bit ly 3nymfla apache 2 a code summary github https github com google trax 78 810 120 240 47 open 29 03 2023 git clone https github com google trax pypi https pypi org project trax 4 5k month 1 26 10 2021 pip install trax details details summary b a href https github com modal python modal modal a b 26 2k a modular active learning framework for python code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com modal python modal 20 340 29 16 150 62 open 01 06 2023 git clone https github com modal python modal pypi https pypi org project modal 120k month 3 19 10 2023 pip install modal details details summary b a href https github com dstackai dstack dstack a b 26 830 an open source toolkit for training fine tuning and deployment of code a href http bit ly 3postzc mpl 2 0 a code summary github https github com dstackai dstack 13 53 12 390 2 open 19 10 2023 git clone https github com dstackai dstack pypi https pypi org project dstack 1 2k month 17 10 2023 pip install dstack details details summary b a href https github com solegalli feature engine feature engine a b 25 1 5k feature engineering package with sklearn like functionality code a href http bit ly 3akzptv bsd 3 a code summary github https github com solegalli feature engine 38 270 07 12 2022 git clone https github com solegalli feature engine pypi https pypi org project feature engine 150k month 86 18 09 2023 pip install feature engine conda https anaconda org conda forge feature engine 41k 19 09 2023 conda install c conda forge feature engine details details summary b a href https github com trevorstephens gplearn gplearn a b 25 1 4k genetic programming in python with a scikit learn inspired api code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com trevorstephens gplearn 11 250 440 210 10 open 12 08 2023 git clone https github com trevorstephens gplearn pypi https pypi org project gplearn 5 5k month 13 03 05 2022 pip install gplearn conda https anaconda org conda forge gplearn 6 1k 16 06 2023 conda install c conda forge gplearn details details summary b a href https github com biopandas biopandas biopandas a b 25 650 working with molecular structures in pandas dataframes code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1s style display inline width 13 height 13 code summary github https github com biopandas biopandas 15 120 200 56 41 open 19 09 2023 git clone https github com rasbt biopandas pypi https pypi org project biopandas 81k month 23 28 08 2023 pip install biopandas conda https anaconda org conda forge biopandas 150k 16 06 2023 conda install c conda forge biopandas details details summary b a href https github com facebookresearch augly augly a b 24 4 8k a data augmentations library for audio image text and video code a href http bit ly 34mbwt8 mit a code summary github https github com facebookresearch augly 32 280 82 73 26 open 25 08 2023 git clone https github com facebookresearch augly pypi https pypi org project augly 1 4k month 3 28 03 2022 pip install augly details details summary b a href https github com mars project mars mars a b 24 2 6k mars is a tensor based unified framework for large scale data code a href http bit ly 3nymfla apache 2 a code summary github https github com mars project mars 52 310 1 2k 17 open 25 09 2023 git clone https github com mars project mars pypi https pypi org project pymars 58k month 1 12 06 2022 pip install pymars details details summary b a href https github com project monai monailabel monailabel a b 24 460 monai label is an intelligent open source image labeling and code a href http bit ly 3nymfla apache 2 a code summary github https github com project monai monailabel 53 160 65k 460 18 open 18 10 2023 git clone https github com project monai monailabel pypi https pypi org project monailabel weekly 330 month 01 10 2023 pip install monailabel weekly details details summary b a href https github com yzhao062 suod suod a b 23 350 mlsys 21 an acceleration system for large scare unsupervised heterogeneous code a href http bit ly 3rqewvr bsd 2 a code summary github https github com yzhao062 suod 3 46 490 12 75 open 16 07 2023 git clone https github com yzhao062 suod pypi https pypi org project suod 64k month 2 01 10 2021 pip install suod details details summary b a href https github com astroml astroml astroml a b 22 950 machine learning statistics and data mining for astronomy and code a href http bit ly 3rqewvr bsd 2 a code code img src https git io jly1f style display inline width 13 height 13 code summary github https github com astroml astroml 30 280 160 39 open 12 12 2022 git clone https github com astroml astroml pypi https pypi org project astroml 1k month 36 01 03 2022 pip install astroml conda https anaconda org conda forge astroml 41k 16 06 2023 conda install c conda forge astroml details details summary b a href https github com clementchadebec benchmark vae benchmark vae a b 21 1 5k unifying variational autoencoder vae implementations code a href http bit ly 3nymfla apache 2 a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com clementchadebec benchmark vae 15 130 14 47 36 open 11 10 2023 git clone https github com clementchadebec benchmark vae pypi https pypi org project pythae 500 month 06 09 2023 pip install pythae details details summary b a href https github com pykale pykale pykale a b 20 400 knowledge aware machine learning kale accessible machine learning code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com pykale pykale 22 57 1 110 7 open 04 10 2023 git clone https github com pykale pykale pypi https pypi org project pykale 18 month 12 04 2022 pip install pykale details details summary b a href https github com klabum rrcf rrcf a b 19 460 implementation of the robust random cut forest algorithm for anomaly detection code a href http bit ly 34mbwt8 mit a code summary github https github com klabum rrcf 7 100 52 47 57 open 12 08 2023 git clone https github com klabum rrcf pypi https pypi org project rrcf 3k month 8 10 06 2020 pip install rrcf details details summary b a href https github com facebookresearch neuralcompression neuralcompression a b 18 400 a collection of tools for neural compression enthusiasts code a href http bit ly 34mbwt8 mit a code summary github https github com facebookresearch neuralcompression 9 40 66 4 open 12 10 2023 git clone https github com facebookresearch neuralcompression pypi https pypi org project neuralcompression 260 month 03 10 2023 pip install neuralcompression details details summary b a href https github com infer actively pymdp pymdp a b 16 310 a python implementation of active inference for markov decision processes code a href http bit ly 34mbwt8 mit a code summary github https github com infer actively pymdp 14 52 7 36 33 open 19 08 2023 git clone https github com infer actively pymdp pypi https pypi org project inferactively pymdp 110 month 08 12 2022 pip install inferactively pymdp details details summary b a href https github com sforaidl kd lib kd lib a b 15 550 a pytorch knowledge distillation library for benchmarking and code a href http bit ly 34mbwt8 mit a code code img src https git io jly1q style display inline width 13 height 13 code summary github https github com sforaidl kd lib 6 50 67 26 open 01 03 2023 git clone https github com sforaidl kd lib pypi https pypi org project kd lib 48 month 18 05 2022 pip install kd lib details details summary show 17 hidden projects summary b a href https github com cleanlab cleanlab cleanlab a b 31 6 8k the standard data centric ai package for data quality and machine code a href http bit ly 3pwmjo5 agpl 3 0 a code b a href https github com explosion cython blis cython blis a b 30 200 fast matrix multiplication as a self contained python library no code a href http bit ly 3akzptv bsd 3 a code b a href https github com annoviko pyclustering pyclustering a b 28 1 1k pyclustering is a python c data mining library code a href http bit ly 3akzptv bsd 3 a code b a href https github com justglowing minisom minisom a b 26 1 3k minisom is a minimalistic implementation of the self organizing code a href https tldrlegal com search q cc by 3 0 cc by 3 0 a code b a href https github com dbt labs metricflow metricflow a b 25 970 metricflow allows you to define build and maintain metrics code unlicensed code b a href https github com minrk findspark findspark a b 24 500 find pyspark to make it importable code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1n style display inline width 13 height 13 code b a href https github com flennerhag mlens mlens a b 22 810 ml ensemble high performance ensemble learning code a href http bit ly 34mbwt8 mit a code b a href https github com vecxoz vecstack vecstack a b 22 680 python package for stacking machine learning technique code a href http bit ly 34mbwt8 mit a code b a href https github com eltonlaw impyute impyute a b 21 340 data imputations library to preprocess datasets with missing data code a href http bit ly 34mbwt8 mit a code b a href https github com ml tooling opyrator opyrator a b 20 2 9k turns your machine learning code into microservices with web api code a href http bit ly 34mbwt8 mit a code b a href https github com airbnb streamalert streamalert a b 20 2 8k streamalert is a serverless realtime data analysis code a href http bit ly 3nymfla apache 2 a code b a href https github com jmschrei apricot apricot a b 20 480 apricot implements submodular optimization for the purpose of code a href http bit ly 34mbwt8 mit a code b a href https github com epistasislab scikit rebate scikit rebate a b 20 380 a scikit learn compatible python implementation of code a href http bit ly 34mbwt8 mit a code code img src https git io jly1f style display inline width 13 height 13 code b a href https github com alegonz baikal baikal a b 18 590 a graph based functional api for building complex scikit learn code a href http bit ly 3akzptv bsd 3 a code b a href https github com pandas ml pandas ml pandas ml a b 18 310 pandas scikit learn xgboost and seaborn integration code a href http bit ly 3akzptv bsd 3 a code code img src https git io jly1f style display inline width 13 height 13 code code img src https git io jly1s style display inline width 13 height 13 code b a href https github com jrieke traingenerator traingenerator a b 14 1 3k a web app to generate template code for machine learning code a href http bit ly 34mbwt8 mit a code b a href https github com palashio nylon nylon a b 12 83 an intelligent flexible grammar of machine learning code a href http bit ly 34mbwt8 mit a code details related resources papers with code https paperswithcode com discover ml papers code and evaluation tables sotabench https sotabench com discover compare open source ml models google dataset search https toolbox google com datasetsearch dataset search engine by google dataset list https www datasetlist com list of the biggest ml datasets from across the web awesome public datasets https github com awesomedata awesome public datasets a topic centric list of open datasets best of lists https best of org discover other best of lists with awesome open source projects on all kinds of topics best of python dev https github com ml tooling best of python dev a ranked list of awesome python developer tools and libraries best of web python https github com ml tooling best of web python a ranked list of awesome python libraries for web development contribution contributions are encouraged and always welcome if you like to add or update projects choose one of the following ways open an issue by selecting one of the provided categories from the issue page https github com ml tooling best of ml python issues new choose and fill in the requested information modify the projects yaml https github com ml tooling best of ml python blob main projects yaml with your additions or changes and submit a pull request this can also be done directly via the github ui https github com ml tooling best of ml python edit main projects yaml if you like to contribute to or share suggestions regarding the project metadata collection or markdown generation please refer to the best of generator https github com best of lists best of generator repository if you like to create your own best of list we recommend to follow this guide https github com best of lists best of blob main create best of list md for more information on how to add or update projects please read the contribution guidelines https github com ml tooling best of ml python blob main contributing md by participating in this project you agree to abide by its code of conduct https github com ml tooling best of ml python blob main github code of conduct md license cc0 https mirrors creativecommons org presskit buttons 88x31 svg by sa svg https creativecommons org licenses by sa 4 0 | python machine-learning data-science nlp data-visualization tensorflow pytorch scikit-learn keras data-visualizations deep-learning automl ml jax transformer data-analysis chatgpt gpt gpt-3 | ai |
MandWdevclub.github.io | web and mobile app development club virginia tech website http wmad cs vt edu want to make changes fork this repository make changes in a branch make a pr setup a install a version of ruby if you have a 64 bit machine make sure you download the x64 one https www ruby lang org en documentation installation b install a devkit read the side notes they put download the right one http rubyinstaller org downloads c configuring your devkit binding it to your path from https github com oneclick rubyinstaller wiki development kit quick start download it run it to extract it somewhere permanent then with the command prompt with ruby you installed this in a cd to it run ruby dk rb init and ruby dk rb install to bind it to ruby installations in your path d putting everything together with the command prompt with ruby do 2 if you don t already have it install bundler gem install bundler 3 in the project root run bundle install to get dependencies for jekyll 4 start the development server with bundle exec jekyll serve you should now be able to see the site running locally in a browser at http localhost 4000 adding a new post take a look at the other posts on the site to see how they are formatted 1 create a new file in the posts directory 2 add the frontmatter stuff at the top in the correct format 3 below that add your markdown post commit changes to your local fork push then submit a pr | front_end |
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mobile-flutter_cti3i3 | mobile flutter cti3i3 all project in class cti3i3 flutter for mobile development | flutter | front_end |
godot-dodo | godot dodo godot dodo logo imagined by midjourney v5 godot dodo logo png the godot dodo project presents a pipeline to finetune open source language models on human created language specific code retrieved from github in this case the targeted language is gdscript but the same methodology can be applied to other languages this repository includes the following scripts to assemble the finetuning dataset pre assembled raw datasets up to a size of 60k rows scripts to finetune a model links to model weights performance report comparing finetuned models performance results models results png for comprehensive results explaining the methodology used and a full list of all result please refer to the full performance report here models in summary godot dodo models achieve significantly greater consistency than gpt 4 gpt 3 5 turbo when it comes to generating accurate gdscript syntax and variants trained on code specific base models can even outperform them on complex instructions the major remaining weakpoint of this approach is the loss in appropriate verbosity when writing methods since human written samples will often include references to objects initialized outside of the scope of the sample method the model learns to do the same resulting in cases where functionality relevant to the instruction is assumed to be already implemented this can most likely be improved significantly by a more sophisticated dataset concept how unlike other similar approaches to finetuning models such as stanford alpaca this approach does not use existing larger language models for the output values of the finetuning dataset all code used is human created language models are instead only used to label each code snippet as such we can assemble comment code data pairs in the style of codesearchnet https github com github codesearchnet making use of powerful existing models to annotate high quality human created code why some existing language models such as gpt 4 are excellent coders however a lot of their ability is concentrated in only the most popular languages such as python or javascript less widely used languages are underrepresented in the training data and experience a massive performance drop off where models routinely mistake syntax or hallucinate language features that do not exist this aims to provide much more robust language specific models that can be used to reliably generate code that compiles on first try demo to try out the pre trained models you can use the inference demo ipynb demo inference demo ipynb notebook in order to use that notebook on google colab follow this link https colab research google com github minosvasilias godot dodo blob main demo inference demo ipynb dataset generation due to this approach relying on human created data we scrape github repositories using the github search api using the language gdscript search term we retrieve a list of repositories including gdscript code we also use license mit to limit the dataset to suitable repositories only mit licensed code is used for training we then clone each one and apply the following logic find project godot file detect whether project is made for 3 x or 4 x godot engine versions iterate through all gd files found in the repository for each one split file into individual functions for each function found ask existing llm gpt 3 5 turbo for a detailed comment describing the functions purpose add instruction response data pair to dataset note that existing human written comments located above the code block are not used for the instruction value we are interested in consistent detail for comments rather than trying to preserve some potentially higher quality human written ones human comments within the code block however are preserved run to assemble a dataset yourself follow these instructions run python data generate unlabeled dataset py run python data label dataset py please do note that you ll need github and openai api keys in order to use these scripts pre assembled datasets pre assembled datasets included in this repository godot dodo 4x 60k data godot dodo 4x 60k assembled using 4 x godot projects 60k rows further datasets may be added in the future particularly regarding 3 x data finetuning the fine tuning process closely mirrors the one introduced by stanford alpaca https github com tatsu lab stanford alpaca to reproduce a fine tuned version of llama please follow the steps below hardware requirements in order to effectively finetune a llama 7b or llama 13b model it is highly recommended to use at least two a100 80gb gpus you may otherwise encounter out of memory errors or experience extremely long training times and will need to adjust the training parameters for finetuning godot dodo 4x 60k llama 13b eight a100 80gb gpus were used another important consideration is the protocol used for gpu communication it is recommended to use nvlink setups rather than pcie should you only have access to pcie setups please replace full shard with shard grad op in the torchrun command this may severely speed up your training runs at the cost of potentially higher memory usage setup before finetuning make sure to install all requirements using bash pip install r requirements txt run for exact commands used for finetuning models please refer to the individual model pages models godot dodo 4x 60k llama 7b models godot dodo 4x 60k llama 7b models godot dodo 4x 60k llama 13b models godot dodo 4x 60k llama 13b inference to test out your finetuned model you can use the eval py script simply run bash python finetune eval py model name or path path to finetuned model publishing to huggingface to easily upload a finetuned model to huggingface you can use bash python finetune push to hub py model name or path path to finetuned model push name hf model name auth token hf access token finetuned model weights links to model weights hosted on huggingface are provided in the respective model pages models godot dodo 4x 60k llama 7b models godot dodo 4x 60k llama 7b models godot dodo 4x 60k llama 13b models godot dodo 4x 60k llama 13b cost below the dollar cost of assembling each available dataset and finetuning each model datasets godot dodo 4x 60k data godot dodo 4x 60k 30 gpt 3 5 turbo api costs finetuned models models godot dodo 4x 60k llama 7b models godot dodo 4x 60k llama 7b 24 8x a100 80gb instance costs models godot dodo 4x 60k llama 13b models godot dodo 4x 60k llama 13b 84 8x a100 80gb instance costs use with godot copilot usage of finetuned models with godot copilot https github com minosvasilias godot copilot for in editor fully local code generation may be supported in the future acknowledegments thank you to all mit licensed godot projects this would not be possible without you all projects that were scraped during assembly of the included finetuning data are listed in the respective dataset folders in data data another thank you goes to fluidstack io https fluidstack io for their reliable cheap gpu instances that were used for finetuning these models citation if you wish to cite this project please use misc godot dodo author markus sobkowski title godot dodo finetuned language models for gdscript generation year 2023 publisher github journal github repository howpublished url https github com minosvasilias godot dodo you should also cite the original llama paper https arxiv org abs 2302 13971 as well as stanford alpaca https github com tatsu lab stanford alpaca | ai finetuning gdscript godot llama | ai |
DoLa | dola decoding by contrasting layers improves factuality in large language models license mit https img shields io badge license mit g svg https opensource org licenses mit arxiv https img shields io badge arxiv 2309 03883 b21a1b https arxiv org abs 2309 03883 hugging face transformers https img shields io badge f0 9f a4 97 transformers blue https github com huggingface transformers tweet https img shields io twitter url http shields io svg style social https twitter com yungsungchuang status 1701623359153316255 github stars https img shields io github stars voidism dola style social https github com voidism dola stargazers open in colab https colab research google com assets colab badge svg https colab research google com github voidism dola blob master dola evaluation ipynb code for the paper dola decoding by contrasting layers improves factuality in large language models paper https arxiv org abs 2309 03883 authors yung sung chuang https people csail mit edu yungsung dagger yujia xie https sites google com view yujia ddagger hongyin luo https luohongyin github io dagger yoon kim https people csail mit edu yoonkim dagger james glass https people csail mit edu jrg dagger pengcheng he https scholar google com citations user ts1roxaaaaaj hl en ddagger dagger massachusetts institute of technology ddagger microsoft overview dola figure png despite their impressive capabilities large language models llms are prone to hallucinations i e generating content that deviates from facts seen during pretraining we propose a simple decoding strategy for reducing hallucinations with pretrained llms that does not require conditioning on retrieved external knowledge nor additional fine tuning our approach obtains the next token distribution by contrasting the differences in logits obtained from projecting the later layers versus earlier layers to the vocabulary space exploiting the fact that factual knowledge in an llms has generally been shown to be localized to particular transformer layers we find that this d ecoding by c o ntrasting la yers dola approach is able to better surface factual knowledge and reduce the generation of incorrect facts dola consistently improves the truthfulness across multiple choices tasks and open ended generation tasks for example improving performance of llama family models on truthfulqa by 12 17 absolute points demonstrating its potential in making llms reliably generate truthful facts setup pip install e transformers 4 28 1 pip install datasets pip install accelerate pip install openai only for truthfulqa and gpt4 eval experiments arguments argument example description model name huggyllama llama 7b specifies the model you want to use currently we only support llama v1 data path path to dataset path to the dataset file or folder output path output path json where to store the output results num gpus 1 number of gpus to use 1 2 4 8 for 7b 13b 30b 65b model sizes respectively max gpu memory 27 maximum gpu memory size in gib to allocate default 27 for 32g v100 understanding early exit layers the early exit layers argument takes a string containing a sequence of layer numbers separated by commas with no spaces in between by specifying different number of layers we make the model decode at different modes number of layers specified example str description of decoding mode 1 1 naive decoding from the final layer output 2 16 32 dola static decoding with the second specified layer i e 32 as the mature layer and first specified layer i e 16 as premature layer 2 0 2 4 6 8 10 12 14 32 dola decoding with the last specified layer i e 32 as the mature layer and all the preceding layers i e 0 2 4 6 8 10 12 14 as candidate premature layers factor multiple choices please download the data file wiki factor csv from https github com ai21labs factor baseline bash python factor eval py model name huggyllama llama 7b data path path to wiki factor csv output path output path json num gpus 1 python factor eval py model name huggyllama llama 13b data path path to wiki factor csv output path output path json num gpus 2 python factor eval py model name huggyllama llama 30b data path path to wiki factor csv output path output path json num gpus 4 python factor eval py model name huggyllama llama 65b data path path to wiki factor csv output path output path json num gpus 8 dola bash python factor eval py model name huggyllama llama 7b early exit layers 0 2 4 6 8 10 12 14 32 data path path to wiki factor csv output path output path json num gpus 1 python factor eval py model name huggyllama llama 13b early exit layers 0 2 4 6 8 10 12 14 16 18 40 data path path to wiki factor csv output path output path json num gpus 2 python factor eval py model name huggyllama llama 30b early exit layers 0 2 4 6 8 10 12 14 16 18 60 data path path to wiki factor csv output path output path json num gpus 4 python factor eval py model name huggyllama llama 65b early exit layers 0 2 4 6 8 10 12 14 16 18 80 data path path to wiki factor csv output path output path json num gpus 8 truthfulqa multiple choices the data path should be a folder contains truthfulqa csv if file not exists it will be downloaded automatcially baseline bash python tfqa mc eval py model name huggyllama llama 7b data path path to data folder output path output path json num gpus 1 python tfqa mc eval py model name huggyllama llama 13b data path path to data folder output path output path json num gpus 2 python tfqa mc eval py model name huggyllama llama 30b data path path to data folder output path output path json num gpus 4 python tfqa mc eval py model name huggyllama llama 65b data path path to data folder output path output path json num gpus 8 dola bash python tfqa mc eval py model name huggyllama llama 7b early exit layers 16 18 20 22 24 26 28 30 32 data path path to data folder output path output path json num gpus 1 python tfqa mc eval py model name huggyllama llama 13b early exit layers 20 22 24 26 28 30 32 34 36 38 40 data path path to data folder output path output path json num gpus 2 python tfqa mc eval py model name huggyllama llama 30b early exit layers 40 42 44 46 48 50 52 54 56 58 60 data path path to data folder output path output path json num gpus 4 python tfqa mc eval py model name huggyllama llama 65b early exit layers 60 62 64 66 68 70 72 74 76 78 80 data path path to data folder output path output path json num gpus 8 truthfulqa to evaluate the open ended generation result of truthfulqa we need to finetune two gpt 3 curie models through openai api openai api fine tunes create t finetune truth jsonl m curie n epochs 5 batch size 21 learning rate multiplier 0 1 openai api fine tunes create t finetune info jsonl m curie n epochs 5 batch size 21 learning rate multiplier 0 1 after finetuning we can obtain the finetuned model names by openai api fine tunes list grep fine tuned model create a config file gpt3 config json like this json gpt info curie ft xxxxxxxxxx gpt truth curie ft xxxxxxxxxx api key xxxxxxx add the argument do rating gpt3 config gpt3 config json for gpt 3 evaluation baseline bash python tfqa eval py model name huggyllama llama 7b data path path to data folder output path output path json num gpus 1 do rating gpt3 config path to gpt3 config json python tfqa eval py model name huggyllama llama 13b data path path to data folder output path output path json num gpus 2 do rating gpt3 config path to gpt3 config json python tfqa eval py model name huggyllama llama 30b data path path to data folder output path output path json num gpus 4 do rating gpt3 config path to gpt3 config json python tfqa eval py model name huggyllama llama 65b data path path to data folder output path output path json num gpus 8 do rating gpt3 config path to gpt3 config json dola bash python tfqa eval py model name huggyllama llama 7b early exit layers 16 18 20 22 24 26 28 30 32 data path path to data folder output path output path json num gpus 1 do rating gpt3 config path to gpt3 config json python tfqa eval py model name huggyllama llama 13b early exit layers 20 22 24 26 28 30 32 34 36 38 40 data path path to data folder output path output path json num gpus 2 do rating gpt3 config path to gpt3 config json python tfqa eval py model name huggyllama llama 30b early exit layers 40 42 44 46 48 50 52 54 56 58 60 data path path to data folder output path output path json num gpus 4 do rating gpt3 config path to gpt3 config json python tfqa eval py model name huggyllama llama 65b early exit layers 60 62 64 66 68 70 72 74 76 78 80 data path path to data folder output path output path json num gpus 8 do rating gpt3 config path to gpt3 config json gsm8k we use a random sampled subset of gsm8k training set to serve as the validation set of both strategyqa and gsm8k the file can be downloaded here https www dropbox com scl fi o8zde51x0erejbp8bo8d5 gsm8k train sub jsonl rlkey yu90sjt58fk1cell3ey4v8xuu dl 0 the data path argument should be either a folder that contains gsm8k test jsonl otherwise the files will be downloaded automatically to the folder you specified only for gsm8k the path to gsm8k train sub jsonl which can be downloaded by the link above baseline bash python gsm8k eval py model name huggyllama llama 7b data path path to data folder output path output path json num gpus 1 python gsm8k eval py model name huggyllama llama 13b data path path to data folder output path output path json num gpus 2 python gsm8k eval py model name huggyllama llama 30b data path path to data folder output path output path json num gpus 4 python gsm8k eval py model name huggyllama llama 65b data path path to data folder output path output path json num gpus 8 dola bash python gsm8k eval py model name huggyllama llama 7b early exit layers 0 2 4 6 8 10 12 14 32 data path path to data folder output path output path json num gpus 1 python gsm8k eval py model name huggyllama llama 13b early exit layers 0 2 4 6 8 10 12 14 16 18 40 data path path to data folder output path output path json num gpus 2 python gsm8k eval py model name huggyllama llama 30b early exit layers 0 2 4 6 8 10 12 14 16 18 60 data path path to data folder output path output path json num gpus 4 python gsm8k eval py model name huggyllama llama 65b early exit layers 0 2 4 6 8 10 12 14 16 18 80 data path path to data folder output path output path json num gpus 8 strategyqa the data path argument should be a folder that contains strategyqa train json otherwise the files will be downloaded automatically to the folder you specified baseline bash python strqa eval py model name huggyllama llama 7b data path path to data folder output path output path json num gpus 1 python strqa eval py model name huggyllama llama 13b data path path to data folder output path output path json num gpus 2 python strqa eval py model name huggyllama llama 30b data path path to data folder output path output path json num gpus 4 python strqa eval py model name huggyllama llama 65b data path path to data folder output path output path json num gpus 8 dola bash python strqa eval py model name huggyllama llama 7b early exit layers 0 2 4 6 8 10 12 14 32 data path path to data folder output path output path json num gpus 1 python strqa eval py model name huggyllama llama 13b early exit layers 0 2 4 6 8 10 12 14 16 18 40 data path path to data folder output path output path json num gpus 2 python strqa eval py model name huggyllama llama 30b early exit layers 0 2 4 6 8 10 12 14 16 18 60 data path path to data folder output path output path json num gpus 4 python strqa eval py model name huggyllama llama 65b early exit layers 0 2 4 6 8 10 12 14 16 18 80 data path path to data folder output path output path json num gpus 8 gpt 4 evaluation vicuna qa benchmark in gpt 4 evaluation we need the question file from fastchat https github com lm sys fastchat in the following commands we assume the path to your fastchat repo is fastchat baseline bash python gpt4 judge eval py model name huggyllama llama 7b model id llama 7b baseline question file fastchat eval table question jsonl answer file output answer jsonl num gpus 1 python gpt4 judge eval py model name huggyllama llama 13b model id llama 13b baseline question file fastchat eval table question jsonl answer file output answer jsonl num gpus 2 python gpt4 judge eval py model name huggyllama llama 30b model id llama 30b baseline question file fastchat eval table question jsonl answer file output answer jsonl num gpus 4 python gpt4 judge eval py model name huggyllama llama 65b model id llama 65b baseline question file fastchat eval table question jsonl answer file output answer jsonl num gpus 8 dola bash python gpt4 judge eval py model name huggyllama llama 7b early exit layers 0 2 4 6 8 10 12 14 32 model id llama 7b dola question file fastchat eval table question jsonl answer file output answer jsonl num gpus 1 python gpt4 judge eval py model name huggyllama llama 13b early exit layers 0 2 4 6 8 10 12 14 16 18 40 model id llama 13b dola question file fastchat eval table question jsonl answer file output answer jsonl num gpus 2 python gpt4 judge eval py model name huggyllama llama 30b early exit layers 0 2 4 6 8 10 12 14 16 18 60 model id llama 30b dola question file fastchat eval table question jsonl answer file output answer jsonl num gpus 4 python gpt4 judge eval py model name huggyllama llama 65b early exit layers 0 2 4 6 8 10 12 14 16 18 80 model id llama 65b dola question file fastchat eval table question jsonl answer file output answer jsonl num gpus 8 after running the above commands to generate the model responses we need openai api key to pairwise compare the responses from different decoding results bash python fastchat eval eval gpt review py q fastchat eval table question jsonl a output answer 1 jsonl output answer 2 jsonl p fastchat eval table prompt jsonl r fastchat eval table reviewer jsonl o output review path jsonl k openai api key for more details of gpt 4 evaluation please check vicuna blog eval https github com lm sys vicuna blog eval tree main eval reference repositories fastchat https github com lm sys fastchat contrastivedecoding https github com xiangli1999 contrastivedecoding truthfulqa https github com sylinrl truthfulqa zero shot cot https github com kojima takeshi188 zero shot cot federatedscope https github com alibaba federatedscope citation doi https img shields io badge doi 10 48550 arxiv 2309 03883 green color ff8000 color 009922 https doi org 10 48550 arxiv 2309 03883 please cite our paper if it s helpful to your work article chuang2023dola title dola decoding by contrasting layers improves factuality in large language models author chuang yung sung and xie yujia and luo hongyin and kim yoon and glass james and he pengcheng journal arxiv preprint arxiv 2309 03883 year 2023 | factuality hallucinations large-language-models | ai |
nodejs-mastery-101 | nodejs and express course codes projects a collection of tutorials projects and apis from the node and express course i m taking for more info about a specific project navigate to that project s directory and check out the readme file i documented every project as much as i could in its readme file contents 1 node tutorial 01 node tutorial 2 express tutorial 02 express tutorial 3 task manager 03 task manager 4 store api 04 store api 5 jwt basics 05 jwt basics 6 jobs api 06 jobs api 7 file upload 07 file upload 8 send email 08 send email 9 stripe payment 09 stripe payment 10 e commerce api 10 e commerce api 11 auth workflow 11 auth workflow stack the project uses a lot of different tools and technologies but it mainly points to node and express related stuff some common tech stack that are being used in almost all the products are listed below resources nodejs official docs https nodejs org en npm download packages https www npmjs com postman https www postman com mongodb atlas https www mongodb com cloud atlas heroku https www heroku com packages expressjs https expressjs com nodemon https nodemon io mongoose https mongoosejs com dotenv https github com motdotla dotenv readme express async errors https github com davidbanham express async errors readme http status codes https github com prettymuchbryce http status codes readme install run clone the repo locally bash git clone https github com yodkwtf nodejs course git install dependencies and run bash npm install npm start | nodejs express mongodb | server |
foxtrot-framework-en | hi if you cloned foxtrot we want to know what do you think you can drop a line at contacto foxtrot ar thank you en espa ol https github com gquagliano foxtrot framework please note the framework is currently under develpment but we are close to the first mvp release wiki access the wiki for instructions to get started guides and documentation https github com gquagliano foxtrot framework en wiki what is foxtrot https github com gquagliano foxtrot framework wiki img editor jpg foxtrot is a rapid web and mobile app development framework featuring a visual editor which integrates a javascript frontend with a headless php backend that aims to be the easiest cross platform ultra lightweight all in one framework to learn and use we have took the compromise to create a framework that s not like all the others one that doesn t overload either the developer s head the system or the client s device one where almost no configuration is required that is super easy to use and that was written in almost human language it s important for us as well to promote proper language learning and writing for php and specially javascript understanding and empowring the correct usage of classes php and the javascript prototype over any other pattern that s why foxtrot doesn t have pseudo classes or a virutal dom just so many utilities to shorten and automate the most common processes in the interaction between the user and the ui and between client and server translations for the app manager and the editor are in development where s the code this repo is for the english version of the docs only we re translating the docs and they will be pushed soon get foxtrot framework https github com gquagliano foxtrot framework in spanish questions more info contacto foxtrot ar feel free to write in english www foxtrot ar license apache 2 0 | javascript api php gui gui-editor wysiwyg html bootstrap framework web-development mvc designer cordova web-app frontend backend | server |
CV-image_processing | cv image processing related practice projects of computer vision | ai |
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pg6301-react-and-express-lectures | pg6301 web development and api design welcome to this course in web development and api design in this course we will look at creating single page applications with react backed by apis implemented with react the application will store data in mongodb and be deployed on heroku understanding the course in this course we expect you to become proficient at building web applications with javascript react and express during the lectures you will see live coding of how such applications may be constructed and many topics will be explained along the way the course will not have slides but all the lectures will be recorded and made available on canvas each lecture will consist of 10 15 commits which will be availble on github for student s reference there are many topics that we believe are more suitable for self study than classroom explanations and you will not always be shown how all topics are used in a more general situation you will be expected to master some such topics to get a top grade at the exam in order to be prepared for the exam you have o follow the lectures but you also have to be able to solve new problems and find relevant information along the way to be able to do this it s extremely valuable for you to follow the exercises along the lectures from last year in 2021 the first half of this course was taught by andrea arcuri https github com arcuri82 web development and api design and the second half by johannes brodwall https github com kristiania pg6301 2021 pg6301 react and express lectures andrea s repository contains the slides and exercises for all lectures for lecture 7 12 johannes github repository contains the code that was presented during the lectures each lecture contains slides from andrea a commit log for the live coding demonstrated during the lecture a reference implementation of the live code objective and the github issues resolved during the lecture lectures lecture 1 a tour of react express and heroku we explore the most important parts to the whole application up and running on a server this lecture will be way to fast to understand and will serve merely as a teaser to topics that will be important through the course after the lecture you will only be expected to know the basics of how to create a react application with parcel and react router commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 01 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 01 exercise answer https github com kristiania pg6301 2022 pg6301 react and express lectures commits exercise answer 01 lecture 2 react and jest we will review the react topics from the last lecture creating a react app creating functional components and using props state and effects we will also explore react router more in depth we add tests for the react code and run the test on github actions commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 02 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 02 exercise answer https github com kristiania pg6301 2022 pg6301 react and express lectures commits exercise answer 02 useful video fireship react in 100 seconds https youtu be tn6 piqc4um fireship every react hook https youtu be tnhaisouy6q lecture 3 code quality jest github actions prettier eslint and typescript commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 03 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 03 exercise answer https github com kristiania pg6301 2022 pg6301 react and express lectures commits exercise answer 03 lecture 4 implementing server code on express express and supertest commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 04 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 04 exercise text https github com kristiania pg6301 2022 pg6301 react and express lectures blob exercise 04 start readme md exercise answer https github com kristiania pg6301 2022 pg6301 react and express lectures commits exercise answer 04 useful video fireship io intro til express https youtu be mtsqjw5drm lecture 5 publishing your application on heroku commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 05 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 05 exercise answer https github com kristiania pg6301 2022 pg6301 react and express lectures commits exercise answer 05 heroku s documentation on using node js https www heroku com nodejs lecture 6 robust interaction between the client and the server commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 06 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 06 exercise answer https github com kristiania pg6301 2022 pg6301 react and express lectures commits exercise answer 06 lecture 7 storing data mongodb commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 07 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 07 exercise answer https github com kristiania pg6301 2022 pg6301 react and express lectures commits exercise answer 07 useful links mongodb skills https www youtube com watch v 0vpt7gi 2kc very useful and brief mongodb university javascript https university mongodb com courses m220js about mongodb in 100 seconds fireship io https www youtube com watch v bt y4loofg lecture 8 who s your user openid connect commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 08 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 08 useful links johannes talk on openid connect from ndc 2021 https www youtube com watch v cx8ufflxvmi google developer console https console cloud google com apis credentials google authentication documentation https developers google com identity protocols oauth2 clientside lecture 9 web sockets the purpose of web sockets is to enable responsive communication between the client and the server especially for messages sent by the server websockets are established over http just like normal requests but they keep the socket open for either party client or server to send arbitrary messages in many cases these messages are sent as json objects in our example we will create a web application that lets users chat with each other commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 09 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 09 useful links fireship io video on websockets https www youtube com watch v 1bfcnjr vjg lecture 10 jest testing in this lecture we continue from lecture 7 mongodb and add tests for frontend and for mongodb commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 10 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 10 useful links fireship io video on async await and promises https www youtube com watch v vn3tm0quoqe lecture 11 openid connect and active directory in this lecture i will demonstrate how to set up an already created openid connect server with active directory then implement the necessary steps using another id provider so the exact code is left as an exercise commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 11 reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 11 lecture 12 getting ready for the exam we examine a solution that probably would qualify for a b on the exam reference implementation https github com kristiania pg6301 2022 pg6301 react and express lectures tree reference 12 commit log from live coding https github com kristiania pg6301 2022 pg6301 react and express lectures commits lectures 12 mock exam mock exam md reference material when creating a project make sure you add node modules parcel cache and dist to gitignore quickly creating a express react application 1 mkdir client server 2 root project 1 npm init y npm install save dev concurrently 2 npm set script dev concurrently npm dev client npm dev server 3 npm set script dev client cd client npm run dev 4 npm set script dev server cd server npm run dev 3 server project 1 cd server npm init y npm install save dev nodemon npm install save express cookie parser body parser 2 npm set script dev nodemon server js 3 cd 4 client project 1 cd client npm init y npm install save dev parcel npm install save react react dom react router dom parcel transformer react refresh wrap 2 npm set script dev parcel watch index html making npm run dev work 1 create a minimal html file as client index html this is the essence html body div id app div body script src index jsx type module script html 2 create a minimal index jsx in addition to importing react and reactdom this is the essence reactdom render h1 hello world h1 document getelementbyid app 3 set type module in server package json 8 create a minimal javascript file as server js this is the essence import express from express const app express app use express static client dist app listen process env port 3000 deploy to heroku 1 in the root project define npm run build and npm start npm set script build npm run build client npm run build server npm set script build client cd client npm run build npm set script build server cd server npm run build npm set script start cd server npm start 2 in the client project define npm run build cd client npm set script build npm install include dev npm run build parcel npm set script build parcel parcel build index html cd 3 in the server project define npm run build and npm start cd server npm set script build npm install npm set script start node server js cd 4 create an application and deploy to heroku requires heroku cli https devcenter heroku com articles heroku cli 1 heroku login 2 heroku create a app name 3 heroku git remote a app name 4 git push heroku crucial tasks when you can get this to work you will need to master the following serve the frontend code from express in server js app use express static path resolve dir dist use react router in front end make react call api calls on the backend using fetch make express respond to api calls react router jsx export function moviesapplication return browserrouter routes route path element frontpage route path movies element movies routes browserrouter function movies return routes route path element listmovies movies movies route path new element newmovie onaddmovie handleaddmovie routes function frontpage return div h1 front page h1 ul li link to movies list existing movies link li li link to movies new add new movie link li ul div express middleware for dealing with routing javascript app use req res next if req method get todo we probably should return 404 instead of index html for api calls as well res sendfile path resolve dirname dist index html else next fetching data from server the useloading hook javascript export function useloading loadingfunction deps const loading setloading usestate true const data setdata usestate const error seterror usestate async function load setloading true setdata undefined seterror undefined try setdata await loadingfunction catch error seterror error finally setloading false useeffect load deps return loading data error testing installing when using test we need to add some babel mumbo jumbo to get jest to understand modern javascript syntax as well as jsx tags 1 npm install d jest babel jest you need the following fragment or similar in package json babel presets babel preset env targets node current babel preset react with this in place it should be possible to run tests like those below snapshot testing check that a view is rendered correctly javascript it loads book async fake data instead of calling the real backend const getbook title my book author firstname lastname year 1999 construct an artification dom element to display the app with jsdom const container document createelement div the act method from react dom test utils ensures that promises are resolved that is we wait until the getbook function returns a value await act async await reactdom render construct an object with the necessary wrapping in our case routing memoryrouter initialentries books 12 edit route path books id edit use shorthand properties to construct an api object with getbook property with the getbook function editbookpage bookapi getbook route memoryrouter container snapshot tests fail if the page is changed in any way intentionally or non intentionally expect container innerhtml tomatchsnapshot queryselector can be used to find dom elements in order to make assertions expect container queryselector h1 textcontent toequal edit book my book simulate events javascript it updates book on submit async const getbook title my book author firstname lastname year 1999 we create a mock function instead of having functionality this fake implementation of updatebook lets us record and make assertions about the calls to the function const updatebook jest fn const container document createelement div await act async await reactdom render memoryrouter initialentries books 12 edit route path books id edit editbookpage bookapi getbook updatebook route memoryrouter container the simulate function lets us create artificatial events such as a change event which will trigger the onchange handler of our component simulate change container queryselector input the object we pass must work with e target value in the event handler target value new value simulate submit container queryselector form we check that the call to updatebook is as expected the value 12 is from memoryrouter intialentries expect updatebook tohavebeencalledwith 12 title new value author firstname lastname year 1999 using supertest to check server side behavior javascript const request require supertest const express require express const app express app use require body parser json app use require src server booksapi describe it can update existing books async const book await request app get 2 body const updated book author egner await request app put 2 send updated expect 200 await request app get 2 then response expect response body tomatchobject id 2 author egner websockets client side javascript connect to ws on the same host as we got the frontend support both http ws and https wss const ws new websocket window location origin replace http ws log out the message and destructor the contents when we receive it ws onmessage msg console log msg const username message id json parse msg data send a new message ws send json stringify username myself message hello server side javascript import websocketserver from ws create a websocket server noserver means that express will provide the listen port const wsserver new websocketserver noserver true keep a list of all incomings connections const sockets let messageindex 0 wsserver on connection socket add this connection to the list of connections sockets push socket set up the handling of messages from this sockets socket on message msg destructor the incoming message const username message json parse msg add fields from server side const id messageindex broadcast a new message to all recipients for const recipient of sockets recipient send json stringify id username message start express app const server app listen 3000 handle incoming clients server on upgrade req socket head wsserver handleupgrade req socket head socket this will pass control to wsserver on connection wsserver emit connection socket req openid connect log on with google client side implicit flow implicit flow means that the login provider google will not require a client secret to complete the authentication this is often not recommended and for example active directory instead uses another mechanism called pkce which protects against some security risks 1 set up the application in google cloud console https console cloud google com apis credentials create a new oauth client id and select web application make sure http localhost 3000 is added as an authorized javascript origin and http localhost 3000 callback is an authorized redirect uri 2 to start authentication redirect the browser see code below 3 to complete the authentication pick up the access token when google redirects the browser back see code below 4 save the access token e g in localstorage and add as a header to all requests to backend redirect the client to authenticate javascript export function login async function handlestartlogin get the location of endpoints from google const authorization endpoint await fetchjson https accounts google com well known openid configuration tell google how to authentication const query new urlsearchparams response type token scope openid profile email client id get this from google cloud console tell user to come back to http localhost 3000 callback when logged in redirect uri window location origin callback redirect the browser to log in window location href authorization endpoint query return button onclick handlestartlogin log in button in the case of active directory you also need parameters response type code response mode fragment code challenge method and code challenge the latest two are needed for pkce handle the authentication callback javascript router should take user here on callback export function completeloginpage oncomplete given an url like http localhost 3000 callback access token sdlgnsoln foo bar window location hash will give the part starting with substring 1 will remove the and object fromentries new urlsearchparams will parse it into an object in this case hash access token sdlgnsoln foo bar const hash object fromentries new urlsearchparams window location hash substr 1 get the values returned from the login provider for active directory this will be more complex const access token error hash useeffect send the access token back to the outside application this should be saved to localstorage and then redirect the user oncomplete access token access token if error deal with the user failing to log in or to give consent with google return div completing loging div for active directory the hash will instead include a code which you will then need to send to the token endpoint along with the client id and redirect uri as well as grant type authorization code and the code verifier value from pkce this call will return the access token handle access token on the backend javascript app use async req res next const authorization req header authorization if authorization const userinfo endpoint await fetchjson https accounts google com well known openid configuration req userinfo await fetchjson userinfo endpoint headers authorization next app get profile req res if req userinfo return res send 200 | react express javascript jest jest-snapshots react-router openid-connect websockets mongodb heroku | front_end |
homer-ui | homer user interface this project provides the front end components of homer 7 x https github com sipcapture and higher featuring native integration with all supported backend components for search and analytics including pgsql influxdb prometheus loki and more homer ui is designed to be bundled and served with the homer app https github com sipcapture homer app project img src https i imgur com yv9e9ol gif status this project is still in development please open well documented issues to report bugs or inconsistencies developers guide installation npm install npm install g angular cli npm run build usage pm2 pm2 start stand alone ng serve open host 0 0 0 0 port 8080 source map false vendorchunk false aot true disablehostcheck support for professional support remote installations customizations or commercial requests please contact support sipcapture org for community support updates user discussion and experience exchange please join our users mailing list https groups google com forum forum homer discuss for commercial licensing and support please contact the qxip team http qxip net img src http i imgur com 9an08au gif width 100 height 50 developers contributors and contributions to our project are always welcome if you intend to participate and help us improve homer by sending patches we kindly ask you to sign a standard cla contributor license agreement http cla qxip net which enables us to distribute your code alongside the project without restrictions present or future it doesn t require you to assign to us any copyright you have the ownership of which remains in full with you developers can coordinate with the existing team via the homer dev http groups google com group homer dev mailing list if you d like to join our internal team and volunteer to help with the project s many needs feel free to contact us anytime license copyright h5 https img shields io badge license gnu agpl v3 blue svg homer components are released under the gnu affero general public license as published by the free software foundation either version 3 of the license or at your option any later version c 2008 2020 qxip bv http qxip net made by humans this open source project is made possible by actual humans without corporate sponsors angels or patreons br if you use this software in production please consider supporting its development with contributions or donations https www paypal com cgi bin webscr cmd donations business donation 40sipcapture 2eorg lc us item name sipcapture no note 0 currency code eur bn pp 2ddonationsbf 3abtn donatecc lg 2egif 3anonhostedguest donate https www paypalobjects com en us i btn btn donatecc lg gif https www paypal com cgi bin webscr cmd donations business donation 40sipcapture 2eorg lc us item name sipcapture no note 0 currency code eur bn pp 2ddonationsbf 3abtn donatecc lg 2egif 3anonhostedguest | homer sipcapture seven hep ui frontend angular homer-ui | front_end |
LLM-Recommender | div align center div display inline block a href https github com redisventures redisvl b redisvl github b a nbsp nbsp nbsp a href https www redisvl com b redisvl documentation b a nbsp nbsp nbsp a href https github com redisventures b more projects b a nbsp nbsp nbsp div br div llm hotel recommender the llm hotel recommender is a streamlit app that uses redis https redis com and the openai api https api openai com to generate hotel recommendations based on a user s preferences because redis can perform semantic search in addition to other operations like tag and text search users are able to search for hotels in the us based on a variety of criteria including state city positive qualities negative qualities the application will cite it s sources reviews for each recommendation and provide all the reviews that were returned div align center img width 800 alt screen shot 2023 08 15 at 5 55 25 pm src https github com redisventures llm recommender assets 13009163 e13b34a7 67d2 4dfc 996d 28d6652e23f9 div design the recommender uses the hypothetical document embeddings hyde approach which uses an llm openai in this case to generate a fake review based on user input the system then uses redis vector search to semantically search for hotels with reviews that are similar to the fake review the returned reviews are then passed to another llm to generate a recommendation for the user design assets design png gh light mode only design assets design dark png gh dark mode only run the application docker compose 1 create your env file bash cp env template env fill out values most importantly your openai api key 2 run with docker compose bash docker compose up add d option to daemonize the processes to the background if you wish issues with dependencies try force building with no cache docker compose build no cache 3 navigate to http localhost 8501 local 1 create your env file bash cp env template env fill out values most importantly your openai api key 2 clone the repo bash git clone https github com redisventures llm recommender git 3 install dependencies bash pip install r requirements txt 3 run the app bash streamlit run run py known bugs 1 hotels by the same name in different cities are not handled well future work 1 add more search criteria geofilter price etc 2 dataset is relatively sparse 3 use openai functions or parsing to extract hotel name from recommendation instead of llm | llm llm-chain rag redis retrieval-augmented-generation retrieval-augmented-qa vector vector-database | ai |
PrivateAPI-Manager | privateapimanager a project for reverse engineering and using apple private apis contents apimanager tools for reverse engineering private apis research a directory with reverse engineered frameworks and libraries documention write up and slides about apple private frameworks apimanager can dump classes from frameworks can dump methods from a class can dump public properties of a class can detect the parameter types soon research mediaservices framework added poc for msvziparchive can extract zip archives support this project is actively managed and pull requests are more than welcome a pull request can be a poc of a reversed private api for example a pull request can also be an addition to the apimanager pull requests are carefully examined and you will get a soon reply when you make one | os |
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cookiecutter-react-django | cookiecutter react django build status https travis ci com ohduran cookiecutter react django svg branch master https travis ci com ohduran cookiecutter react django documentation status https readthedocs org projects cookiecutter react django badge version latest https cookiecutter react django readthedocs io en latest badge latest powered by cookiecutter https github com cookiecutter cookiecutter cookiecutter react django combines the capabilities of django as a backend service with the flexibility and ease of use of react into the least opinionated framework possible that allows you to jumpstart a production ready web application documentation https cookiecutter react django readthedocs io en latest https cookiecutter react django readthedocs io en latest features latest versions of python django and react with the latest security updates and the newest features available docker your app becomes a lightweight standalone executable package of software whitenoise radically simplify static file serving for your web app heroku ready create an app set up the configuration and deploy local setup let s assume that you want to create a project called hello world one that makes a separation between a react based front end and a django based backend all set up locally using docker and production ready in heroku most tutorials will give you a partial solution so the only way is painstakingly piecing it together from multiple guides tutorials that did some aspect of what you want without covering the whole side projects don t exactly require optimal productivity but unlike jobs if they become a pain to work on it s pretty easy to just quit instead we can do as follows first get cookiecutter pip install cookiecutter 1 7 0 now run it against this repo cookiecutter https github com ohduran cookiecutter react django you ll be prompted for some values provide them then the project will be created for you now on your terminal simply do docker compose up build and wait for the containers to build eventually you ll be able to see the index page by going to http 127 0 0 1 http 127 0 0 1 you will be able to see the following index demo docs static index demo png write something on that box over there it will get you the number of characters via your django api api demo docs static api demo png contributing to learn more about contributing please read our contributing docs https cookiecutter react django readthedocs io en latest contributing html usage this project is based on a series of tutorials written by craig franklin https github com cfranklin11 called creating an app with docker compose django and create react app https dev to englishcraig creating an app with docker compose django and create react app 31lf deploy to heroku if you re new to heroku their getting started guide https devcenter heroku com articles getting started with python will walk you through the basics of creating a generic non dockerized python app if you don t have it yet install the heroku cli https devcenter heroku com articles getting started with python set up 1 we can create a heroku app by running heroku create within our project once you ve done it heroku will provide you with the following message creating app done one example 12345 https one example 12345 herokuapp com https git heroku com one example 12345 git in this case one example 12345 is the name of the app yours is likely to be different 2 make sure you link the heroku app with your repository by running heroku git remote a app name 3 for environment variables in production you can set the config variables by running the following command heroku config set production host app name herokuapp com secret key your secret key django settings module backend settings production you can generate a valid django secret key via this link https miniwebtool com django secret key generator remember to put the key between apostrophes or you will likely get a bash event not found 4 now run heroku stack set container to tell our heroku app to use docker 5 at this point you re ready to deploy run git push heroku master 6 checkout https app name herokuapp com you should be able to see your web app ready | django react heroku cookiecutter-template cookiecutter docker hacktoberfest | front_end |
hpe-design-system | hpe design system monorepo hpe design system site netlify status https api netlify com api v1 badges 39e37d4a 4f9f 4946 8aeb b8328b1821cd deploy status https app netlify com sites keen mayer a86c8b deploys https design system hpe design storybook netlify status https api netlify com api v1 badges e4cb8d72 f3c0 4490 a4d7 54273ac277ed deploy status https app netlify com sites thirsty shockley 2b7675 deploys http storybook hpe design welcome to hpe design system aries is a monorepo built from two modules 1 aries core 2 aries site for designers and developers this is the documentation site for the hpe design system the monorepo is installed using yarn https github com yarnpkg yarn and relies on yarn workspaces https yarnpkg com lang en docs workspaces packages are automatically linked together meaning you can do cross package work within the repo woot woot basic structure and configurations aries aries src js index js package json package specific deps and scripts readme md shown in npmjs com included in npm artifact eslintignore eslint linter ignored directories files eslintrc eslint linter configuration based on hpe project scripts gitignore github s default node gitignore with customizations prettierrc js prettier formatter configuration based on hpe project scripts package json common dev deps and workspace wide scripts wip readme md workspace wide information shown in github yarn lock the only lock file in the repo all packages combined getting started yarn install running yarn install anywhere in the monorepo hierarchy will always install all the modules in the workspaces note when installing you may get and error saying integrity check failed for grommet computed integrity doesn t match our records aries site references the latest stable branch of grommet any new commits added to grommet s stable branch cause its sha hash to be updated and become out of sync with the sha in the yarn lock file to fetch the latest grommet stable remove yarn lock and clean yarn cache then yarn install for example rm yarn lock yarn cache clean yarn install run aries site in development mode cd aries site yarn start running in production mode yarn build | os |
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Health-Information-System | health information system using blockchain technology this project focuses on creating a system with the help of blockchain technology that uses digital medical records which will enable patients to easily and securely store access their medical records without the fear of it getting misplaced or lost and quickly share it with the doctors they trust publication ijisrt https www ijisrt com health information system using blockchain technology scribd https www scribd com document 509199522 health information system using blockchain technology | server |
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esp-mqtt | https travis ci org tuanpmt espmqtt svg branch master https travis ci org tuanpmt espmqtt http hits dwyl io tuanpmt espmqtt svg http hits dwyl io tuanpmt espmqtt twitter follow https img shields io twitter follow tuanpmt svg style social label follow https twitter com tuanpmt github contributors https img shields io github contributors tuanpmt espmqtt svg esp32 mqtt library features based on https github com tuanpmt esp mqtt support mqtt over tcp ssl with mbedtls mqtt over websocket mqtt over websocket secure easy to setup with uri multiple instances multiple clients in one application support subscribing publishing authentication will messages keep alive pings and all 3 qos levels it should be a fully functional client how to use esp mqtt https github com espressif esp mqtt is a standard esp idf https github com espressif esp idf component please refer to instructions in esp idf https github com espressif esp idf documentation please refer to the standard esp idf https github com espressif esp idf documentation for the latest version https docs espressif com projects esp idf documentation of esp mqtt api https docs espressif com projects esp idf en latest api reference protocols mqtt html license mqtt package stephen robinson contiki mqtt https github com esar contiki mqtt others tuanpmt https twitter com tuanpmt apache license older idf verisons for esp idf https github com espressif esp idf versions prior to idfv3 2 please clone as a component of esp idf https github com espressif esp idf git submodule add https github com espressif esp mqtt git components espmqtt and checkout the esp mqtt for idf 3 1 https github com espressif esp mqtt tree esp mqtt for idf 3 1 tag | mqtt esp32 iot esp-idf component | server |
Web_Development_Bootcamp | the complete web development bootcamp instructor angela yu lead instructor at the london app brewery platform udemy certificate link https www udemy com certificate uc 1bbfebde b3cb 4c7d 9fb4 803fea772a08 content front end web development html 5 css 3 bootstrap 4 javascript es6 dom manipulation jquery bash command line git github and version control backend web development node js npm express js ejs rest apis databases sql mongodb mongoose authentication firebase react js react hooks web design deployment with github pages heroku and mongodb atlas | html css bootstrap javascript jquery unix reactjs nodejs mongodb mongoose databases sql no-sql json api passportjs oauth ejs restful-api expressjs | front_end |
front-end-challenge | desafio front end developer este desafio tem como objetivo te avaliar como desenvolvedor front end javascript html css e l gica de programa o o desafio queremos montar uma vers o do blog da apiki apenas para devs e queremos que essa seja uma solu o headless esta nova vers o ter as seguintes p ginas p gina inicial listar as ltimas postagens do blog com a categoria desenvolvimento interna exibir o conte do da postagem requesitos utilizar os dados da api do nosso blog https blog apiki com wp json wp v2 diferencial utilizar alguma metodologia para a organiza o de seu css bemcss oocss smacss o que preferir d escolha uma lib para cria o de interfaces de usu rio react ou angular p gina inicial para montar esta p gina voc precisar consumir do seguinte endpoint https blog apiki com wp json wp v2 posts embed categories 518 ele j te retornar as ltimas 10 postagens cadastradas cada item do array deve representar uma card contendo imagem destacada voc encontrar um atributo chamado embedded dentro deste atributo voc encontrar o wp featuredmedia t tulo link para a postagem o link dever conter o atributo slug ao final da listagem deve haver um bot o nomeado carregar mais quando o usu rio clicar neste bot o voc dever fazer uma nova requisi o para o mesmo endpoint informando o par metro page este par metro deve receber o n mero da pr xima p gina exemplo https blog apiki com wp json wp v2 posts embed categories 518 page 2 voc deve estar se perguntando como sei se haver uma pr xima p gina isso simples no header de resposta desta requisi o vir 2 atributos necess rios para essa fa anha x wp total que diz a quantidade total de postagens que essa categoria possui e o par metro x wp totalpages que te informar qual o total de p ginas de postagens que essa categoria possui interna para montar esta p gina voc precisar consumir do seguinte endpoint https blog apiki com wp json wp v2 posts embed slug wordpress escolha site pequenas empresas lembre se de substituir o slug dado como exemplo pelo slug definido no link para a postagem da p gina inicial o layout deve conter os seguintes elementos imagem destacada t tulo conte do seja criativo construa um layout pensando no usu rio final e sinta se a vontade para incrementar o layout com outros atributos dispon veis no json retornado crit rios de avalia o organiza o do c digo responsividade reaproveitamento de c digo seo como submeter seu projeto 1 efetue o fork deste reposit rio e crie um branch com o seu nome e sobrenome exemplo fulano dasilva 1 ap s finalizar o desafio crie um pull request 1 aguarde algum contribuidor realizar o code review | front-end challenge javascript html css | front_end |
Machine-Learning-Concepts | machine learning concepts find the data set in this link datasets https github com free to learn machine learning dataset machine learning algo https lh3 googleusercontent com beps1qh9ggy xm mbmol1mi aaaaaaaabgo ebe988yii6uvndsmoidgsmegomzkb77iwck8bgas s0 2019 05 05 png machine learning https lh3 googleusercontent com 0i h4xttusq xmrz9mvt5gi aaaaaaaabwg k26n6dceiuosb l2cfpe8aua9mbokltnwck8bgas s0 2019 05 02 jpg machine learning process machine learning process https lh3 googleusercontent com gqqrfr99cc0 xmr17xadefi aaaaaaaabzc s2twwnltsygsef9zqzsba isrfucotg3qck8bgas s0 2019 05 02 png machine learning research areas machine learning concepts learn macine learning areas https lh3 googleusercontent com cbof7nrqbyc xmrz xivuhi aaaaaaaabws ffgyoy1g9bciujvxflo86musz606aqfpgck8bgas s0 2019 05 02 jpg references to learn and develop your self python https github com reddyprasade python basic for all 3 x data science with python https github com reddyprasade data science with python machine learning with python https github com reddyprasade machine learning with scikit learn python 3 x deep learning with python https github com reddyprasade deep learning data visulization https github com reddyprasade data science with python tree master data 20visualization life cycle of data science https github com reddyprasade data science with python tree master life 20cycle 20process 20of 20data 20science 20in 20real 20world 20project statistics https github com reddyprasade data science with python tree master statistics | machine-learning machine-learning-algorithms machinelearning-python python-3 machine-learning-library ml stastistical-sampling regression linear-regression multiple-linear-regression polynomial-regression concepts data-science python deep-learning statistics scikit-learn | ai |
YaraTube | yaratube a video streamer app written in android as my internship project at yara information technology features use mvp architecture use popular third party libraries such as rxjava2 retrofit 2 room butterknife glide v4 license apache license 2 0 | android android-application android-app android-development mvp-architecture mvp-android mvp-pattern butterknife retrofit2 glidev4 android-architecture model-view-presenter dagger2 dagger2-mvp dagger2-android rxjava2 rxjava-android rxandroid rxjava2-retrofit2 rxjava2-dagger2-retrofit2 | server |
hacker-ui | development on hiatus the development of hacker ui is currently on hiatus my apologizes work has picked up and i currenlty don t have the appropirate time to dedicate to this project watch for releases to be notified when development picks back up hacker ui netlify status https api netlify com api v1 badges d09b66a1 a20c 47c6 8898 9da82093bed9 deploy status https app netlify com sites modest turing e60c5a deploys hacker ui is a design system for the modern developer why a design system for developers as developers certain ideas transform us into hackers who stop at nothing in order to bring their ideas to life in this state we don t always care about how things look what we care about the most is finding the right set of tools that allows us to get the job done this is the main goal of hacker ui to be the hacker s go to design system what makes this design system different design systems are typically coupled with a company s branding so much so that building a product with that system can make it look like your product is the work of that company this is where hacker ui is completely different instead of trying to be distinct brand hacker ui simply tries to blend in and look good this system s brand is no brand why should i use this system it s small easy to learn and just what you need in order to bring your idea to life emoji label heart emoji poke around in the examples and try it yourself hacker ui com https hacker ui com | os |
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Polkadex | logo https github com polkadex substrate documentation blob master images logo svg what is polkadex rocket polkadex is a open source decentralized exchange platform made using substrate blockchain framework that provides traders with the centralized user experience why did we do this gift there are many decentralized exchanges protocols available in the market for traders but they still prefer to use centralized solutions for their convenience and ease of use knowing very well that their funds are at risk this is because decentralized solutions are still not user friendly to an average trader some of them also have no proper decentralization and also got hacked in the process we cannot call an exchange decentralized if it can lose or freeze customer funds the problems faced by decentralized exchanges are inadequate ui ux experience low liquidity lack of advanced trading features high frequency trading and bots lack of proper decentralization and interoperability to solve the above problems our goal is to build a fully decentralized peer peer cryptocurrency exchange for the defi ecosystem in substrate the project envisages the creation of a fully decentralized platform for exchanging tokens in a peer peer trustless environment that enables high frequency trading high liquidity and lightning fast transaction speed for supporting defi applications in order to address the first problem we needed to enable features that attract users into the exchange which includes a fast responsive ui and trading features it is mainly to attract day traders and retail investors who prefer centralized exchanges due to convenience and speed of execution the block time of 3s given by the babe grandpa consensus algorithm allows transaction speeds of up to 400 s under test conditions which is more than sufficient to compete with any centralized solutions in the market today please check our analysis here https github com gauthamastro exchange analytics git since substrate allows the modular implementation of the consensus algorithm we think a platform like a substrate will support the future growth of the exchange by changing consensus to accommodate more transactions per second as better ones emerge secondly the lack of liquidity is addressed by enabling 1 high frequency trading using feeless transactions 2 apis that enable trading amm bots to observe market changes and submit trades 3 advanced trading features like stop limit market limit stop loss fill kill post only twap etc thirdly proper decentralization and interoperability are achieved by having a parachain in polkadot that brings in liquidity from other blockchains and also using chainbridge protocol that connects directly to the ethereum network hence traders have two different mechanisms to bring in liquidity the value we provide to the substrate community is 1 they can build custom ui ux to connect to our network and create their own custom exchange experience 2 traders can contribute their own custom trading algorithms by making use of market data provided by our full nodes 3 they get a decentralized trading platform to trade polkadot ethereum tokens 4 this will be one of the first decentralized exchanges to have high frequency trading bot support using apis directly from full nodes web3 grants https github com polkadex substrate documentation blob master images web3 20foundation grants badge black svg build the polkadex node to build polkadex you will need a proper substrate development environment if you need a refresher setting up your substrate environment see substrate s getting started guide https substrate dev docs en knowledgebase getting started note that cloning master might result in an unstable build if you want a stable version check out the latest releases https github com polkadex substrate polkadex releases bash fetch the code git clone https github com polkadex substrate polkadex git cd polkadex build the node the first build will be long 30min cargo build release if a cargo not found error shows up in the terminal manually add rust to your system path or restart your system bash source home cargo env then you will want to run the node in dev mode using the following command bash target release polkadex node dev for people not familiar with substrate the dev flag is a way to run a substrate based node in a single node developer configuration for testing purposes you can learn more about dev in this substrate tutorial https substrate dev docs en tutorials create your first substrate chain interact when running a node via the binary file data is stored in a local directory typically located in local shared polkadex node chains development db if you want to start a fresh instance of the node you can either delete the content of the folder or run the following command inside the polkadex folder bash target release node polkadex purge chain dev this will remove the data folder note that all chain data is now lost run a local network two nodes install subkey jq bash curl https getsubstrate io ssf bash s brew install jq generate node key using subkey bash alice node key subkey generate scheme ed25519 output type json jq r secretseed run alice s node bash purge any chain data from previous runs target release polkadex node purge chain base path tmp alice chain local start alice s node target release polkadex node base path tmp alice chain local alice port 30333 ws port 9945 rpc port 9933 node key alice node key telemetry url wss telemetry polkadot io submit 0 validator bash 2021 06 30 08 12 38 polkadex node 2021 06 30 08 12 38 version 3 0 0 6426a73b x86 64 macos 2021 06 30 08 12 38 by substrate devhub https github com substrate developer hub 2017 2021 2021 06 30 08 12 38 chain specification local testnet 2021 06 30 08 12 38 node name alice 2021 06 30 08 12 38 role authority 2021 06 30 08 12 38 database rocksdb at tmp alice chains local testnet db 2021 06 30 08 12 38 native runtime node polkadex 265 node polkadex 1 tx2 au10 2021 06 30 08 12 39 initializing genesis block state state 0xbe0a 5ef3 header hash 0xa55f 7888 2021 06 30 08 12 39 loading grandpa authority set from genesis on what appears to be first startup 2021 06 30 08 12 39 loaded block time 3s from genesis on first launch 2021 06 30 08 12 39 creating empty babe epoch changes on what appears to be first startup 2021 06 30 08 12 39 using default protocol id sup because none is configured in the chain specs 2021 06 30 08 12 39 local node identity is 12d3kooweyoppncux8yx66ov9fjnrixwccxwddua2kj6vnc6idep 2021 06 30 08 12 39 highest known block at 0 2021 06 30 08 12 39 prometheus server started at 127 0 0 1 9615 2021 06 30 08 12 39 listening for new connections on 127 0 0 1 9945 2021 06 30 08 12 39 starting babe authorship worker 2021 06 30 08 12 44 idle 0 peers best 0 0xa55f 7888 finalized 0 0xa55f 7888 0 0 2021 06 30 08 12 49 idle 0 peers best 0 0xa55f 7888 finalized 0 0xa55f 7888 0 0 2021 06 30 08 12 54 idle 0 peers best 0 0xa55f 7888 finalized 0 0xa55f 7888 0 0 local node identity is 12d3kooweyoppncux8yx66ov9fjnrixwccxwddua2kj6vnc6idep shows the peer id that bob will need when booting from alice s node this value was determined by the node key that was used to start alice s node now that alice s node is up and running bob can join the network by bootstrapping from her node bash target release polkadex node purge chain base path tmp bob chain local target release polkadex node base path tmp bob chain local bob port 30334 ws port 9946 rpc port 9934 telemetry url wss telemetry polkadot io submit 0 validator bootnodes ip4 127 0 0 1 tcp 30333 p2p 12d3kooweyoppncux8yx66ov9fjnrixwccxwddua2kj6vnc6idep if all is going well after a few seconds the nodes should peer together and start producing blocks you should see some lines like the following in the console that started alice node bash 2021 06 30 08 16 52 polkadex node 2021 06 30 08 16 52 version 3 0 0 6426a73b x86 64 macos 2021 06 30 08 16 52 by substrate devhub https github com substrate developer hub 2017 2021 2021 06 30 08 16 52 chain specification local testnet 2021 06 30 08 16 52 node name bob 2021 06 30 08 16 52 role authority 2021 06 30 08 16 52 database rocksdb at tmp bob chains local testnet db 2021 06 30 08 16 52 native runtime node polkadex 265 node polkadex 1 tx2 au10 2021 06 30 08 16 52 initializing genesis block state state 0xbe0a 5ef3 header hash 0xa55f 7888 2021 06 30 08 16 52 loading grandpa authority set from genesis on what appears to be first startup 2021 06 30 08 16 52 loaded block time 3s from genesis on first launch 2021 06 30 08 16 52 creating empty babe epoch changes on what appears to be first startup 2021 06 30 08 16 52 using default protocol id sup because none is configured in the chain specs 2021 06 30 08 16 52 local node identity is 12d3koowrhduuhg5zqcjhvvdkud9xkfz2dcs2gqkf9kkutd6quq7 2021 06 30 08 16 53 highest known block at 0 2021 06 30 08 16 53 listening for new connections on 127 0 0 1 9946 2021 06 30 08 16 53 starting babe authorship worker 2021 06 30 08 16 53 discovered new external address for our node ip4 127 0 0 1 tcp 30334 p2p 12d3koowrhduuhg5zqcjhvvdkud9xkfz2dcs2gqkf9kkutd6quq7 2021 06 30 08 16 53 discovered new external address for our node ip4 192 168 1 37 tcp 30334 p2p 12d3koowrhduuhg5zqcjhvvdkud9xkfz2dcs2gqkf9kkutd6quq7 2021 06 30 08 16 53 creating inherent data providers took more time than we had left for the slot 2021 06 30 08 16 54 starting consensus session on top of parent 0xa55fa19cc37ca1f8d93bc06ca1f6fee767f18200516d9e349938601a3fe97888 2021 06 30 08 16 54 prepared block for proposing at 1 hash 0x2959db5e42a7192434d3699d335e5d920da73409963e3081ad43afd93a8cdb4b parent hash 0xa55f 7888 extrinsics 1 0x4431 4eff 2021 06 30 08 16 54 pre sealed block for proposal at 1 hash now 0x5263ed1cbf1b4edbc887cc87786471819cd0614d8aeaff3a898c0c3ffda245c2 previously 0x2959db5e42a7192434d3699d335e5d920da73409963e3081ad43afd93a8cdb4b 2021 06 30 08 16 54 new epoch 0 launching at block 0x5263 45c2 block slot 541685138 start slot 541685138 2021 06 30 08 16 54 next epoch starts at slot 541685338 2021 06 30 08 16 54 imported 1 0x5263 45c2 2021 06 30 08 16 57 starting consensus session on top of parent 0x5263ed1cbf1b4edbc887cc87786471819cd0614d8aeaff3a898c0c3ffda245c2 2021 06 30 08 16 57 prepared block for proposing at 2 hash 0x0c513e39a88bcb03d113a18ed824bcbaab03881e9dcdeedbe12e71955dcfe05d parent hash 0x5263 45c2 extrinsics 1 0xf06a bf04 2021 06 30 08 16 57 pre sealed block for proposal at 2 hash now 0x4293ecd46db852f5add54a24acfcd1ea12f6c26d5470b61736d7cf0e039e3e39 previously 0x0c513e39a88bcb03d113a18ed824bcbaab03881e9dcdeedbe12e71955dcfe05d 2021 06 30 08 16 57 imported 2 0x4293 3e39 2021 06 30 08 16 58 idle 1 peers best 2 0x4293 3e39 finalized 0 0xa55f 7888 1 7kib s 1 9kib s using docker the following commands will setup a local polkadex network made of 2 nodes it s using the node key 0000000000000000000000000000000000000000000000000000000000000001 but you should generate your own node key using the subkey as the above bash docker build t polkadex node docker compose f 2nodes yml up force recreate connecting polkadot js apps to a local polkadex node the development node is a substrate based node so you can interact with it using standard substrate tools the two provided rpc endpoints are http http 127 0 0 1 9933 ws ws 127 0 0 1 9944 start by connecting to it with polkadot js apps open a browser to https polkadot js org apps explorer this will open polkadot js apps which automatically connects to polkadot mainnet click on the top left corner to open the menu to configure the networks and then navigate down to open the development sub menu in there you will want to toggle the local node option which points polkadot js apps to ws 127 0 0 1 9944 next select the switch button and the site should connect to your polkadex development node how to run a validator here is a guide run a validator polkadex docs run a validator md contribute heart eyes we would love to work with anyone who can contribute their work and improve this project the details will be shared soon license scroll licensed under gplv3 https github com polkadex substrate polkadex blob master license | decentralized-exchanges trading-features substrate frequency-trading liquidity traders substrate-blockchain-framework market interoperability | blockchain |
JEEBench | jeebench repository for the code and dataset for the paper have llms advanced enough a harder problem solving benchmark for large language models the dataset contains questions from physics chemistry and mathematics collected from jee advanced 2016 to 2022 the breakdown with respect to subject type and response type is as follows image https github com hgaurav2k jeebench assets 45387992 7c310e47 bd3f 4316 822b 02d87b5281b2 example problems image https github com hgaurav2k jeebench assets 45387992 20f918d8 76dd 4d22 8613 663fdb417253 results obtained on various llms image https github com hgaurav2k jeebench assets 45387992 a1cb56ac 85e2 4d17 9592 419177498ca5 | ai |
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sql_challenge | sql challenge employee database modelling data modelling and engineering using erd diagrams and sqlalchemy sql png sql png background as a data engineer the first major task is a research project on employees of the corporation from the 1980s and 1990s all that remain of the database of employees from that period are six csv files located in the data folder in this assignment you will design the tables to hold data in the csvs import the csvs into a sql database and answer questions about the data in other words you will perform 1 data modeling and data engineering 2 data analysis set up 1 created a new repository for this project called sql challenge 2 cloned the new repository to local computer 3 inside the local git repository created a directory for the sql challenge used a folder name to correspond to the challenge employeesql 4 added files to this folder 5 pushed the above changes to github data modeling and engineering inspected the csvs and sketched out an erd of the tables used a tool http www quickdatabasediagrams com http www quickdatabasediagrams com used the information to create a table schema for each of the six csv files remembered to specify data types primary keys foreign keys and other constraints for the primary keys checked to see if the column is unique otherwise created a composite key https en wikipedia org wiki compound key which takes two primary keys in order to uniquely identify a row created tables in the correct order to handle foreign keys imported each csv file into the corresponding sql table note imported the data in the same order that the tables were created and accounted for the headers when importing to avoid errors data analysis completed database did the following 1 listed the following details of each employee employee number last name first name sex and salary 2 listed first name last name and hire date for employees who were hired in 1986 3 listed the manager of each department with the following information department number department name the manager s employee number last name first name 4 listed the department of each employee with the following information employee number last name first name and department name 5 listed first name last name and sex for employees whose first name is hercules and last names begin with b 6 listed all employees in the sales department including their employee number last name first name and department name 7 listed all employees in the sales and development departments including their employee number last name first name and department name 8 in descending order listed the frequency count of employee last names i e how many employees share each last name additional analysis 1 imported the sql database into pandas sql from sqlalchemy import create engine engine create engine postgresql localhost 5432 your db name connection engine connect consulted sqlalchemy documentation https docs sqlalchemy org en latest core engines html postgresql for more information if using a password do not upload your password to your github repository see https www youtube com watch v 2uatpmnvh0i https www youtube com watch v 2uatpmnvh0i and https help github com en github using git ignoring files https help github com en github using git ignoring files for more information 2 created a histogram to visualize the most common salary ranges for employees 1 freqhistogramofsalaries png 1 freqhistogramofsalaries png 3 created a bar chart of average salary by title 2 averagesalarybystafftitles pdf 2 averagesalarybystafftitles png list of content created an image file of your erd created a sql file of your table schemata created a sql file of your queries created a jupyter notebook for further analysis created and uploaded a repository with the above files to github a ensured repository had regular commits and a thorough readme md file references mockaroo llc 2021 realistic data generator https www mockaroo com https www mockaroo com 2021 trilogy education services llc a 2u inc brand confidential and proprietary all rights reserved copyright s kennedy 2021 all rights reserved | sqlalchemy csv erd histogram barchart | server |
Tech-Radar | tech radar node js express mysql node mysql root tech radar daos google trends dao js mysql tech radar sql mysql tech radar sql shell mysql uroot proot tech radar tech radar sql node app js localhost 3000 image demo techradar png license gplv3 http opensource org licenses gpl 3 0 | server |
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Natural-Language-Processing-with-Real-World-Projects | natural language processing with real world projects code repository for natural language processing with real world projects published by packt dear students welcome to my course on natural language processing with real world projects this is an important lecture where i will be describing to you what flow you should be taking to complete this course in case you are a complete beginner to python machine learning and deep learning then you are recommended to start from the pre req sections i e from section 12 pre req python fundamentals down till the last section of the course i e section 22 pre req deep learning introduction these sections will cover all the pre requisites which are important to understand the natural language processing concepts in case you are familiar with all those concepts feel free to start from the first section i e section 1 introduction to nlp and regex till section 11 advanced semantic processing part 2 and skip the rest sections that are marked with pre req all the best | ai |
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Python-Application-Gui | install pip install r requirements txt run python main py | front_end |
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heco-chain | heco chain introduction to heco chain heco chain heco is a decentralized high efficiency and energy saving public chain it is compatible with smart contracts and supports high performance transactions the endogenous token of heco is ht and it adopts the hpos consensus mechanism heco will continue to improve the efficiency of ethereum by layer2 which will supplement and empower the ethereum ecosystem declaration to help developers evolvement at every stage vision technological innovation is the driving force behind the advancement of the blockchain industry but many innovative projects have been misunderstood and ignored at their early stages we have witnessed the growth process of great projects recalling that ethereum and polkadot were questioned as altcoins in the early days they all went through difficult times therefore heco s mission is not only a public chain but also to focus on the discovery and support of high potential developers and innovative projects relying on the world s largest trading ecosystem heco is committed to becoming the birthplace of innovative technologies and innovative businesses and building a complete ecological loop of technology development application promotion and trading heco s performance tps 2000 average block interval 3s consensus mechanism hpos consensus mechanism it has the characteristics of low transaction cost low transaction delay and high transaction concurrency the maximum number of validators supported is 21 economic model the endogenous token on the chain is ht the transactions consume ht as gas fee miners pledge ht to become validator nodes the reward of nodes is gas fee which is distributed according to the mortgage proportion cross chain assets such as btc eth and stable coins can be mapped to heco by an asset bridge the realization method is to lock a certain amount of tokens on the original chain then generate a corresponding number of tokens on heco heco encourages developers to provide more decentralized cross chain solution meta transaction function the meta transaction function is supported which allows users to reduce gas fees step wise and heco will cover the payment of the reduced part the meta transaction function allows to minimize the migration cost of dapp developers as well as to effectively reduce the cost of dapp users heco technical characteristics an open and decentralized network to maintain the security of the network and assets support the programmability of evm the compatibility of smart contracts to reduce development or migration costs meta transaction function gas fee reduction effectively reducing the cost of developers and users on the chain support cross chain asset transfer to optimize users experience four stages of heco table tr style background rgba 0 0 0 0 th colspan 5 heco technical route th tr tr style background rgba 0 0 0 0 th stage th th features th th time th th sub stage th th technical points th tr tr style background rgba 0 0 0 0 tr style background rgba 0 0 0 0 td rowspan 9 tinder td td rowspan 9 the initial version of heco the system is stable and easy to use developers can develop and promote dapp at low cost users can participate in dapp on heco with a low threshold td td rowspan 9 2020 q4 2021 q1 td td rowspan 3 public beta td td higher transaction performance td tr tr style background rgba 0 0 0 0 td lower transaction costs td tr tr style background rgba 0 0 0 0 td meta transaction subsidy td tr tr style background rgba 0 0 0 0 td rowspan 3 node election td td more decentralized and safer td tr tr style background rgba 0 0 0 0 td complete mainstream assets td tr tr style background rgba 0 0 0 0 td basic tools in place td tr tr style background rgba 0 0 0 0 td rowspan 3 ecosystem incubation td td technical service systemization td tr tr style background rgba 0 0 0 0 td basic tool customization td tr tr style background rgba 0 0 0 0 td convenient asset transfer td tr tr style background rgba 0 0 0 0 td rowspan 5 spark td td rowspan 5 the protocol is further optimized heco will take the mission of connecting cefi and defi allowing more users to use defi applications at a low threshold td td rowspan 5 2021 q3 td td rowspan 5 to be announced td td complete developer tools td tr tr style background rgba 0 0 0 0 td complete developer forum blog and faq information td tr tr style background rgba 0 0 0 0 td chain ecological infrastructure booms td tr tr style background rgba 0 0 0 0 td innovative open id td tr tr style background rgba 0 0 0 0 td personalized portal accurately matches users and dapps td tr tr style background rgba 0 0 0 0 td rowspan 3 flame td td rowspan 3 enable layer2 technology expand performance while retaining the decentralized advantages of distributed protocols td td rowspan 3 2022 q2 td td rowspan 3 to be announced td td application of layer2 td tr tr style background rgba 0 0 0 0 td cross chain interoperability protocol td tr tr style background rgba 0 0 0 0 td cross chain interoperability integration td tr tr style background rgba 0 0 0 0 td rowspan 5 blaze td td rowspan 5 landing of large scale commercial applications support a variety of traditional businesses to run smoothly on the chain td td rowspan 5 2023 q1 td td rowspan 5 to be announced td td multiple virtual machine s supported td tr tr style background rgba 0 0 0 0 td multiple zero knowledge proofs and privacy protection capabilities td tr tr style background rgba 0 0 0 0 td multiple signature schemes td tr tr style background rgba 0 0 0 0 td storage compression and expansion solution td tr tr style background rgba 0 0 0 0 td multi dimensional sharding scheme td tr table current stage of heco in december 2020 the heco chain heco officially launched its tinder phase which will focus on improving the on chain infrastructure including but not limited to oracles voting tools anchor coins dex lending financial management insurance synthetic assets cross chain solutions data analysis smart contract innovation etc in october 2021 heco has now entered the spark phase which focuses on improving developer and user experience and infrastructure support plan of heco financial support heco will set up a special fund to invest support and incentivize high potential developers heco will launch a variety of developer activities and competitions to discover and fund potential developers in order to reduce the cost of users on heco dapp the heco meta transaction function will reduce the gas fee of users holding ht in a step wise manner resource support projects or developers that have received investment and support from heco have not only the opportunity to get official news report but also can apply for marketing service packages and promote their projects globally high quality projects can participate in heco global roadshows for free huobi ventures heco fund will open up ecological resources to high potential developers matching the win win cooperation between developers and our ecological partners participate in test environment of heco official website www hecochain com public testnet chainid 256 prc wss ws testnet hecochain com https http testnet hecochain com blockchain explorer https scan testnet hecochain com test coin faucet https scan testnet hecochain com faucet technical support email devcontacts hecochain com interact with us on social media twitter https twitter com heco chain telegram channel https t me huobiecochainofficial medium https medium com heco chain github https github com stars labs heco explorer https hecoinfo com documentation https docs hecochain com en us intro website https www hecochain com en us risk warning all users and developers can participate in the current test environment and subsequent stages of heco for free and there is no charging scenario all users must distinguish the test environment from the mainnet the assets generated in the test environment have no value be aware of counterfeit currency fraud heco announces authorization promotion and other collaborations only through the official social media platform developers and users should check carefully to avoid losses do not misread the official website hecochain com and be cautious with private key phishing | blockchain heco evm | blockchain |
chia-blockchain | chia blockchain chia network logo https www chia net wp content uploads 2022 09 chia logo svg chia logo https www chia net dynamic json badge https img shields io badge dynamic json url https 3a 2f 2fdownload chia net 2flatest 2fbadge data json query 24 message logo chianetwork label latest 20release labelcolor 231e2b2e color 230d3349 br dynamic json badge https img shields io badge dynamic json url https 3a 2f 2fdownload chia net 2flatest 2fbadge data rc json query 24 message logo chianetwork logocolor white label latest 20rc labelcolor 230d3349 color 23474748 br dynamic json badge https img shields io badge dynamic json url https 3a 2f 2fdownload chia net 2flatest 2fbadge data beta json query 24 message logo chianetwork logocolor black label latest 20beta labelcolor 23e9fbbc color 231e2b2e coveralls https img shields io coverallscoverage github chia network chia blockchain logo coveralls logocolor red labelcolor 23212f39 br github all releases https img shields io github downloads chia network chia blockchain total logo github br github commit activity https img shields io github commit activity w chia network chia blockchain logo github br github contributors https img shields io github contributors chia network chia blockchain logo github chia discord https dcbadge vercel app api server chia style flat theme full presence https discord gg chia br youtube channel subscribers https img shields io youtube channel subscribers uchfkj3oauvnhzdiqiswdwpa style flat square logo youtube logocolor 23ff0000 labelcolor 230f0f0f color 23272727 br subreddit subscribers https img shields io reddit subreddit subscribers chia style flat square logo reddit labelcolor 230b1416 color 23222222 br twitter follow https img shields io twitter follow chia project style flat square logo x org logocolor white labelcolor black dynamic json badge https img shields io badge dynamic json url https 3a 2f 2fdownload chia net 2flatest 2fbadge data beta json query 24 message logo chianetwork logocolor 23e9fbbc label latest 20beta labelcolor 23474748 color 231e2b2e link https 3a 2f 2fgithub com 2fchia network 2fchia blockchain 2freleases link https 3a 2f 2fgithub com 2fchia network 2fchia blockchain 2freleases discord shield https discordapp com api guilds 1034523881404370984 widget png style shield discord https img shields io discord 1034523881404370984 svg label discord logo discord colorb 1e2b2f https discord gg chia chia is a modern cryptocurrency built from scratch designed to be efficient decentralized and secure here are some of the features and benefits proof of space and time https docs google com document d 1tmrib7lgi4qfkknaxukobhrmwbvlgl4f7esbdr 5xze edit based consensus which allows anyone to farm with commodity hardware very easy to use full node and farmer gui and cli thousands of nodes active on mainnet chia seeder https github com chia network chia blockchain wiki chia seeder user guide which maintains a list of reliable nodes within the chia network via a built in dns server simplified utxo based transaction model with small on chain state lisp style turing complete functional programming language https chialisp com for money related use cases bls keys and aggregate signatures only one signature per block pooling protocol https github com chia network chia blockchain wiki pooling user guide that allows farmers to have control of making blocks support for light clients with fast objective syncing a growing community of farmers and developers around the world please check out the chia website https www chia net the wiki https github com chia network chia blockchain wiki and faq https github com chia network chia blockchain wiki faq for information on this project python 3 8 1 is required make sure your default python version is 3 8 1 by typing python3 if you are behind a nat it can be difficult for peers outside your subnet to reach you when they start up you can enable upnp https www homenethowto com ports and nat upnp automatic port forward on your router or add a nat for ipv4 but not ipv6 and firewall rules to allow tcp port 8444 access to your peer these methods tend to be router make model specific most users should only install harvesters farmers plotter full nodes and wallets setting up a seeder is best left to more advanced users building timelords and vdfs is for sophisticated users in most environments chia network and additional volunteers are running sufficient timelords for consensus installing install instructions are available in the install https github com chia network chia blockchain wiki install section of the chia blockchain repository wiki https github com chia network chia blockchain wiki running once installed a quick start guide https github com chia network chia blockchain wiki quick start guide is available from the repository wiki https github com chia network chia blockchain wiki | chia blockchain blockchain-network proof-of-space proof-of-time vdf farmer timelord full-node harvesters wallets chia-blockchain peer | blockchain |
MBSDK-community-support | spdx license identifier mit central collaboration space for the app community of the mercedes benz mobile sdk intended usage the mercedes benz mobile sdk the mercedes benz mobile sdk software development kit encapsulates customer and car data and vehicle functions needed to develop mobile apps for mercedes benz cars which are enabled for mercedes me services in addition the sdk provides basic functions like registration password less login vehicle assignment and service activation for all sdk app developers and thus helps them to concentrate on the main purpose and business value of the app the underlying architecture is reliable and includes worldwide scalable components for building your own mercedes benz mobile app we provide all modules and documentation for android and ios to include into your native app also we provide an sample app for your reference to allow quickly understand the power of the sdk this app can be build easily by everyone and may be helpful while you develop your own app we also provide two example apps of the sdk for android and ios which allow you to first see and understand how the sdk works these are contained in two separate repostories listed below news join early access phase now find more information her https developer mercedes benz com news sdk golive purpose of this repository this repository serves as central collaboration space for the sdk community it does not contain the sdk code please see next section for that installation of the sdk the sdk code which is needed to build mobile apps for android or ios and documentation is available as follows you need these android module repositories for ios suffixed with ios mbsdk mobile android mbsdk carkit android mbsdk commonkit android mbsdk deeplinkkit android mbsdk ingresskit android mbsdk loggerkit android android only mbsdk networkkit android mbsdk realmkit android mbsdk supportkit android mbsdk uikit android and find the respective documentation sdk overview and api licenses on https developer mercedes benz com select menue item sdk join early access phase now find more information here https developer mercedes benz com news sdk golive example apps for the sdk the example apps for android and ios with documentation are available here mbsdk example android mbsdk example ios contributing we welcome any contributions if you want to contribute to this project please read the contributing guide contributing md code of conduct please read our code of conduct https github com daimler daimler foss blob master code of conduct md as it is our base for interaction license this project is licensed under the mit license license provider information please visit https mbition io en home index html for information on the provider notice before you use the program in productive use please take all necessary precautions e g testing and verifying the program with regard to your specific use the program was tested solely for our own use cases which might differ from yours | front_end |
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ttk4155-byggern | byggern project repository for ttk 4155 embedded and industrial computer systems design autumn 2017 group h vard borge howiezi github smund eek aasmune github eirik vesterkj r eirikeve github https github com eirikeve byggern git we forgot to take a nice top down picture of the project so here s an image showing the corner of our breadboard while we were in the process of tearing everything apart breadboard images byggern img readme png project overview we built an embedded computer system for controlling a ping pong like game the computer consisted of two separate mcus communicating over can along with a set of external components and the physical game board node 1 node 1 controlled the main interface and handled user input an atmega162 mcu served as the centre of the node it was connected to an oled display w memory mapped io 2kb sram an adc a can controller via spi interface along with an uart output for printing to terminal all of this was connected from scratch and drivers were developed by us node 2 node 2 controlled the game board using input received from node 1 over the can bus the mcu was of the type atmega2560 on an arduino mega the control of the game board was done via a motor controller interfaced with over i2c design pattern choices implemented singleton design pattern with lazy initialization for most of the classes and some with multiton https stackoverflow com questions 1008019 c singleton design pattern 1008289 1008289 and modern c design by andrei alexandrescu with some modifications because of limitations in the gcc compiler for avr key features in no specific order here are the main features implemented in this embedded computer system c c toolchain using cmake avr libc and gcc g we programmed in c drivers for interfacing with various components implementation of various communication protocols spi uart can etc moore fsm with dynamically loaded state functions motor servo and solenoid pid control support for tuning pid parameters during runtime communication and control over can along with node synchronization in case of a node reset menu system allowing the user to choose between different features to run oled display writing with support for dual buffering and partitioning the screen into separate window areas lightweight version of the snake game 3d block game with bouncing physics emulation eeprom writing reading for storage of high scores snake and pid values custom ble service on nrf52 with passthrough of gatt characteristic to an spi master dynamic menu system not included in final version due to memory limitations uml documentation of project toolchain for the project we chose to use a custom toolchain for c c using cmake avr libc and gcc g in order of compiling and flashing the code to the device it is neccessary to download and install the required packages for the toolchain the toolchain should work on both linux and osx as well as for windows requirements cmake 3 5 make gcc avr binutils avr gdb avr avr libc avrdude 6 3 installation the installation of the toolchain is pretty straight forward the two options are either build from source or use your preferred package manager for ubuntu sudo apt add repository ppa ubuntuhandbook1 apps sudo apt update sudo apt y install gcc avr binutils avr gdb avr avr libc avrdude cmake for osx see http maxembedded com 2015 06 setting up avr gcc toolchain on linux and mac os x for windows download the required programs and add to path or just use a real unix based os such as linux compiling and flashing node 1 was flashed via a jtag interface with atmel ice while node 2 was flashed directly using a serial interface this is done by calling bash cmake sudo make flash in the node1 node2 folders serial monitor in this project the serial port were monitored using minicom to open the serial monitor run sudo minicom s and make sure the following settings are correct under serial port setup serial device node 1 dev ttys0 node 2 dev ttyacm0 bps par bits both nodes 9600 8n2 when flashing node2 the serial monitor must be closed because both the programmer and the serial monitor uses the same serial port after node2 is flashed the serial monitor can be opened again and the same steps must be followed to enter the correct settings address space on node 1 the adress space on node 1 has the following address decoding internal 0x0000 0x0fff 4096 bytes oled command 0x1000 0x11ff 512 bytes oled data 0x1200 0x13ff 512 bytes adc 0x1400 0x17ff 1024 bytes sram 0x1800 0x1fff 2048 bytes where the external sram is used as dual buffering for the oled display vram 1 0x1800 0x1bff 1024 bytes vram 2 0x1c00 0x1fff 1024 bytes | os |
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FreeFinder | this project was bootstrapped with create react native app https github com react community create react native app below you ll find information about performing common tasks the most recent version of this guide is available here https github com react community create react native app blob master react native scripts template readme md table of contents updating to new releases updating to new releases available scripts available scripts npm start npm start npm test npm test npm run ios npm run ios npm run android npm run android npm run eject npm run eject writing and running tests writing and running tests environment variables environment variables configuring packager ip address configuring packager ip address adding flow adding flow customizing app display name and icon customizing app display name and icon sharing and deployment sharing and deployment publishing to expo s react native community publishing to expos react native community building an expo standalone app building an expo standalone app ejecting from create react native app ejecting from create react native app build dependencies xcode android studio build dependencies xcode android studio should i use expokit should i use expokit troubleshooting troubleshooting networking networking ios simulator won t open ios simulator wont open qr code does not scan qr code does not scan updating to new releases you should only need to update the global installation of create react native app very rarely ideally never updating the react native scripts dependency of your app should be as simple as bumping the version number in package json and reinstalling your project s dependencies upgrading to a new version of react native requires updating the react native react and expo package versions and setting the correct sdkversion in app json see the versioning guide https github com react community create react native app blob master versions md for up to date information about package version compatibility available scripts if yarn was installed when the project was initialized then dependencies will have been installed via yarn and you should probably use it to run these commands as well unlike dependency installation command running syntax is identical for yarn and npm at the time of this writing npm start runs your app in development mode open it in the expo app https expo io on your phone to view it it will reload if you save edits to your files and you will see build errors and logs in the terminal sometimes you may need to reset or clear the react native packager s cache to do so you can pass the reset cache flag to the start script npm start reset cache or yarn start reset cache npm test runs the jest https github com facebook jest test runner on your tests npm run ios like npm start but also attempts to open your app in the ios simulator if you re on a mac and have it installed npm run android like npm start but also attempts to open your app on a connected android device or emulator requires an installation of android build tools see react native docs https facebook github io react native docs getting started html for detailed setup we also recommend installing genymotion as your android emulator once you ve finished setting up the native build environment there are two options for making the right copy of adb available to create react native app using android studio s adb 1 make sure that you can run adb from your terminal 2 open genymotion and navigate to settings adb select use custom android sdk tools and update with your android sdk directory https stackoverflow com questions 25176594 android sdk location using genymotion s adb 1 find genymotion s copy of adb on macos for example this is normally applications genymotion app contents macos tools 2 add the genymotion tools directory to your path instructions for mac http osxdaily com 2014 08 14 add new path to path command line linux http www computerhope com issues ch001647 htm and windows https www howtogeek com 118594 how to edit your system path for easy command line access 3 make sure that you can run adb from your terminal npm run eject this will start the process of ejecting from create react native app s build scripts you ll be asked a couple of questions about how you d like to build your project warning running eject is a permanent action aside from whatever version control system you use an ejected app will require you to have an xcode and or android studio environment https facebook github io react native docs getting started html set up customizing app display name and icon you can edit app json to include configuration keys https docs expo io versions latest guides configuration html under the expo key to change your app s display name set the expo name key in app json to an appropriate string to set an app icon set the expo icon key in app json to be either a local path or a url it s recommended that you use a 512x512 png file with transparency writing and running tests this project is set up to use jest https facebook github io jest for tests you can configure whatever testing strategy you like but jest works out of the box create test files in directories called tests or with the test extension to have the files loaded by jest see the the template project https github com react community create react native app blob master react native scripts template app test js for an example test the jest documentation https facebook github io jest docs en getting started html is also a wonderful resource as is the react native testing tutorial https facebook github io jest docs en tutorial react native html environment variables you can configure some of create react native app s behavior using environment variables configuring packager ip address when starting your project you ll see something like this for your project url exp 192 168 0 2 19000 the manifest at that url tells the expo app how to retrieve and load your app s javascript bundle so even if you load it in the app via a url like exp localhost 19000 the expo client app will still try to retrieve your app at the ip address that the start script provides in some cases this is less than ideal this might be the case if you need to run your project inside of a virtual machine and you have to access the packager via a different ip address than the one which prints by default in order to override the ip address or hostname that is detected by create react native app you can specify your own hostname via the react native packager hostname environment variable mac and linux react native packager hostname my custom ip address or hostname npm start windows set react native packager hostname my custom ip address or hostname npm start the above example would cause the development server to listen on exp my custom ip address or hostname 19000 adding flow flow is a static type checker that helps you write code with fewer bugs check out this introduction to using static types in javascript https medium com preethikasireddy why use static types in javascript part 1 8382da1e0adb if you are new to this concept react native works with flow http flowtype org out of the box as long as your flow version matches the one used in the version of react native to add a local dependency to the correct flow version to a create react native app project follow these steps 1 find the flow version at the bottom of the included flowconfig flowconfig 2 run npm install save dev flow bin x y z or yarn add dev flow bin x y z where x y z is the flowconfig version number 3 add flow flow to the scripts section of your package json 4 add flow to any files you want to type check for example to app js now you can run npm run flow or yarn flow to check the files for type errors you can optionally use a plugin for your ide or editor https flow org en docs editors for a better integrated experience to learn more about flow check out its documentation https flow org sharing and deployment create react native app does a lot of work to make app setup and development simple and straightforward but it s very difficult to do the same for deploying to apple s app store or google s play store without relying on a hosted service publishing to expo s react native community expo provides free hosting for the js only apps created by crna allowing you to share your app through the expo client app this requires registration for an expo account install the exp command line tool and run the publish command npm i g exp exp publish building an expo standalone app you can also use a service like expo s standalone builds https docs expo io versions latest guides building standalone apps html if you want to get an ipa apk for distribution without having to build the native code yourself ejecting from create react native app if you want to build and deploy your app yourself you ll need to eject from crna and use xcode and android studio this is usually as simple as running npm run eject in your project which will walk you through the process make sure to install react native cli and follow the native code getting started guide for react native https facebook github io react native docs getting started html should i use expokit if you have made use of expo apis while working on your project then those api calls will stop working if you eject to a regular react native project if you want to continue using those apis you can eject to react native expokit which will still allow you to build your own native code and continue using the expo apis see the ejecting guide https github com react community create react native app blob master ejecting md for more details about this option troubleshooting networking if you re unable to load your app on your phone due to a network timeout or a refused connection a good first step is to verify that your phone and computer are on the same network and that they can reach each other create react native app needs access to ports 19000 and 19001 so ensure that your network and firewall settings allow access from your device to your computer on both of these ports try opening a web browser on your phone and opening the url that the packager script prints replacing exp with http so for example if underneath the qr code in your terminal you see exp 192 168 0 1 19000 try opening safari or chrome on your phone and loading http 192 168 0 1 19000 and http 192 168 0 1 19001 if this works but you re still unable to load your app by scanning the qr code please open an issue on the create react native app repository https github com react community create react native app with details about these steps and any other error messages you may have received if you re not able to load the http url in your phone s web browser try using the tethering mobile hotspot feature on your phone beware of data usage though connecting your computer to that wifi network and restarting the packager ios simulator won t open if you re on a mac there are a few errors that users sometimes see when attempting to npm run ios non zero exit code 107 you may need to install xcode but it is already installed and others there are a few steps you may want to take to troubleshoot these kinds of errors 1 make sure xcode is installed and open it to accept the license agreement if it prompts you you can install it from the mac app store 2 open xcode s preferences the locations tab and make sure that the command line tools menu option is set to something sometimes when the cli tools are first installed by homebrew this option is left blank which can prevent apple utilities from finding the simulator make sure to re run npm yarn run ios after doing so 3 if that doesn t work open the simulator and under the app menu select reset contents and settings after that has finished quit the simulator and re run npm yarn run ios qr code does not scan if you re not able to scan the qr code make sure your phone s camera is focusing correctly and also make sure that the contrast on the two colors in your terminal is high enough for example webstorm s default themes may not have enough contrast https github com react community create react native app issues 49 for terminal qr codes to be scannable with the system barcode scanners that the expo app uses if this causes problems for you you may want to try changing your terminal s color theme to have more contrast or running create react native app from a different terminal you can also manually enter the url printed by the packager script in the expo app s search bar to load it manually | server |
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TheosInstaller | to install theos just download this script make sure it is executable run the comand chmod 755 path installtheos sh and run with path installtheos sh | front_end |
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Udacity-Computer-Vision | udacity computer vision nanodegree http tugan0329 bitbucket io imgs github cvnd svg https www udacity com course computer vision nanodegree nd891 readme picture http tugan0329 bitbucket io imgs github cvnd readme jpg udacity computer vision these are work and projects i developed as a part of udacity computer vision nanodegree program https www udacity com course computer vision nanodegree nd891 relevant projects you can also view my self driving car projects https github com michael tu udacity self driving car and robotic projects https github com michael tu udacity robotics these projects include but not limited to facial recognition facial keypoints detection automatic image captioning and landmark detection and localization using slam simultaneous localization and mapping environment setup make sure you have anaconda installed then run conda env create f environment yml to install all necessary packages needed for all my projects | udacity-nanodegree computer-vision deep-learning | ai |
MerossIot | dev build status https github com albertogeniola merossiot workflows build 20pre release badge svg branch development 0 4 x x 0 4 x x build https github com albertogeniola merossiot workflows build 20test 20and 20release badge svg branch 0 4 x x codecov https codecov io gh albertogeniola merossiot branch 0 4 x x graph badge svg token f0rb4n4vux https codecov io gh albertogeniola merossiot documentation https github com albertogeniola merossiot workflows publish 20documentation badge svg branch 0 4 x x pypi version https badge fury io py meross iot svg https badge fury io py meross iot downloads https pepy tech badge meross iot https pepy tech project meross iot pypi downloads https img shields io pypi dm meross iot svg label pypi 20downloads meross iot library a pure python based library providing api for controlling meross iot devices over the internet to see what devices are currently supported checkout the currently supported devices section however some devices might work as expected even if they are not listed among the supported devices in such cases you re invited to open an issue and report tbe working non working status of your device this will help us to keep track of new devices and current support status of the library this library is still work in progress therefore use it with caution requirements this library requires python 3 7 previous versions won t be supported by this library in case working with previous versions of python is mandatory for your project consider using 0 3 x x versions of this library although it s highly recommended to migrate to 0 4 x x installation due to the popularity of the library i ve decided to list it publicly on the pipy index so the installation is as simple as typing the following command bash pip install meross iot 0 4 6 0rc1 usage full documentation refer to the documentation pages https albertogeniola github io merossiot for detailed usage instructions or simply have a look at the examples directory if you are really impatient to use this library refer to the following snippet of code that looks for a mss310 smart plug and turns it on off python import asyncio import os from meross iot http api import merosshttpclient from meross iot manager import merossmanager email os environ get meross email or your meross cloud email password os environ get meross password or your meross cloud password async def main setup the http client api from user password when choosing the api base url env var choose from one of the above based on your location asia pacific iotx ap meross com europe iotx eu meross com us iotx us meross com http api client await merosshttpclient async from user password api base url https iotx eu meross com email email password password setup and start the device manager manager merossmanager http client http api client await manager async init retrieve all the mss310 devices that are registered on this account await manager async device discovery plugs manager find devices device type mss310 if len plugs 1 print no mss310 plugs found else turn it on channel 0 note that channel argument is optional for mss310 as they only have one channel dev plugs 0 the first time we play with a device we must update its status await dev async update we can now start playing with that print f turning on dev name await dev async turn on channel 0 print waiting a bit before turing it off await asyncio sleep 5 print f turing off dev name await dev async turn off channel 0 close the manager and logout from http api manager close await http api client async logout if name main windows and python 3 8 requires to set up a specific event loop policy on linux and macosx this is not necessary if os name nt asyncio set event loop policy asyncio windowsselectoreventlooppolicy loop asyncio get event loop loop run until complete main loop stop currently supported devices starting from v0 4 0 0 this library should support the majority of meross devices on the market the list of tested devices is the following msl120 rgb bulb mss110 smart plug mss210 smart plug mss310 smart plug with power consumption mss310h smart plug with power consumption mss425e mss425f smart strip mss530h wall mount switches msg100 garage opener msg200 3 doors garage opener msh300 smart hub valve thermostat ms100 smart hub temperature humidity sensor mss710 msxh0 smart humidifier i d like to thank all the people who contributed to the early stage of library development who stimulated me to continue the development and making this library support more devices thanks to danonekid https github com danonekid virtualdj https github com virtualdj ictes https github com ictes soberstadt https github com soberstadt ping localhost https github com ping localhost tdippon https github com tdippon special thanks go to the github sponsors supporting this and other projects thanks a lot unsupported device or feature in case you own a meross device that is not currently supported by this library you may ask the developers to add specific support for that device to do so you will need to sniff low level communication between your meross app and the specific device such data can help the developers to add support for that device please have a look at there https albertogeniola github io merossiot advanced topics html sniff device data to discover how to use the meross sniffing tool to do so homeassistant integration yeah it happened as soon as i started developing this library i ve discovered the homeassistant world thus i ve decided to spend some time to develop a full featured homeassistant custom component that you find here https github com albertogeniola meross homeassistant thanks to troykelly who made a wish and supported my efforts in developing such component running on osx if so please make sure you did install client certificates follow instructions here https github com albertogeniola merossiot issues 62 issuecomment 535769621 donate i like reverse engineering and protocol inspection i think it keeps your mind trained and healthy however if you liked or appreciated by work why don t you buy me a beer it would really motivate me to continue working on this repository to improve documentation code and extend the supported meross devices moreover donations will make me raise money to spend on other meross devices so far i ve bought the following devices msl120 mss210 mss310 mss425e mss530h msg100 msh300 msxh0 msg200 mts200 mrs100 mod150 by issuing a donation you will 1 give me the opportunity to buy new devices and support them in this library 1 pay part of electricity bill used to keep running the plugs 24 7 note that they are used for unit testing on the continuous integration engine when someone pushes a pr i love devoping 1 you ll increase the quality of my coding sessions with free beer buy me a coffee https www buymeacoffee com assets img custom images black img png https www buymeacoffee com albertogeniola apply for github sponsorship https korlibs soywiz com i github sponsors big box small png https github com sponsors albertogeniola dashboard tiers look at these babies p look at the test environment that ensures high quality code of the library p img src ext res plugs test env jpg alt current test environemnt width 400 p when a pull request is performed against this repository a ci pipeline takes care of building the code testing it on python 3 5 3 6 3 7 relying on some junit tests and if all the tests pass as expected the library is released on pypi however to ensure that the code i really works i the pipeline will issue on off commands against real devices that are dedicated 24 7 to the tests such devices have been bought by myself with contributions received by donors however keeping such devices connected 24 7 has a cost which i sustain happily due to the success of the library anyway feel free to contribute via donations p changelog 0 4 6 0rc2 note this api version breaks backward compatibility with login method when upgrading to this version make sure to pass the new api base url value correctly as described in the documentation switched the login api to the new signin path as old auth login is being deprecated improved cloudcreds to carry also api and mqtt endpoints handled auto retry in case of wrong endpoint being used for login added mac address attribute to basedevice class fix recursive import error for cli utility and updated help command for api base url parameter details summary older summary 0 4 5 9 improve meross sniffer utility add support to collect messages spoofing the hardware device on meross cloud allow string namespace value for execute command within manager 0 4 5 7 fix regression introduced with the latest refactor missing properties on subdevices 0 4 5 4 fix 274 due to meross api change 0 4 5 4 rc1 fix tests implement auto discovery control parameter for the merossmanager 0 4 5 3 implement device registry dumper 255 0 4 5 2 adds support for runtime mixin addresses 270 improves documentation 0 4 5 1 adds support for mod150 oil diffuser enables position set for msr100 devices might not work with non homekit versions though 0 4 5 0 introduced support for local lan http command handling rollershutter refactor and code improvements added rollershutter automatic tests added support for do not disturb mode implemented thermostatmixin and added support for mts200 0 4 4 7 added manager options to override default mqtt server host port connection info 0 4 4 5 added content type header to api calls 0 4 4 4 added support for msg200 0 4 4 3 improved mqtt client and async switched back to mixed async threading approach added triggersrc and uuid attributes to header fixed a bug affecting message dispatching to sub devices 0 4 4 2 removed rate limiting logic switches fixed light rgb test failing when issuing commands to smart humidifier led handling hub online event at subdevice level 0 4 3 1 fixed mqtt reconnection issue 0 4 3 0 refactored asyncio calls affected by loop parameter deprecation various subdevice event handling improvements and bugfixes 0 4 2 4 added manager reference to manager push notification handlers improved push notification tests 0 4 2 3 added new http request headers introduced with latest app versions added custom user agent customization option to merosshttpclient implemented pending task cancellation when shutting down the manager implemented http api stats counting fixed bug affecting push notification parsing when multiple sensors valves were in use 0 4 2 2 fixed asyncio and threading bug in schedule later utility improved timeout argument not being always passed downstream implemented default command execution property on base device added configurable timeout automatic test implemented device filtering by multiple types fixed client reconnection not working as expected 0 4 2 1 fixed none error when calling limiter api updated aiohttp dependency to 3 7 4 due to security issues 0 4 2 0 refactored merossmanager avoiding usage of multiple threads implemented multiple mqtt connections to different servers added custom api url endpoint merged 150 added mss620 support added errorcode 1022 renamed merossmanager domain and port parameters improved disconnection reconnection event handling onlineevent is now being re issued after client disconnection reconnection implemented disconnect reconnect automatic test 0 4 1 0rc8 implemented first roller shutter support merged 160 thanks to adrigonzalvez 0 4 1 0rc7 implemented exponential backoff for api rate limiter fixed memory leakage that occurred for long lived sessions of the merossmanager static known device types support added returning newly discovery devices from the discovery method implemented first version of meross api cli improved device state recover after connection drop added api rate skip options tuned api rate limiting defaults fixed meross sniffer utility not starting when ran from commandline addressed problems with online events not being propagated correctly in some edge cases fixed some known cached types that were missing systemonline and systemall mixins removed warning logs from lightmixin when checking supported modes 0 4 0 6 added device internal id parameter to async event handlers 0 4 0 5 implemented mqtt rate limiter updated documentation fixed error occurring with paho mqtt 1 5 0 0 4 0 3 improved sniffing data masking added light py update instruction added error logs in case of missing async update call first call 0 4 0 2 re implemented meross sniffer utility 0 4 0 1 fixed 117 extended api error codes updated paho mqtt dependency to v1 5 0 fixed errors caused in tests when running on windows system python 3 8 0 4 0 0 complete re engineerization of the library asynchronous approach using asyncio runtime ability discovery using runtime pluggable mixin architecture dramatically increased performance using low level asynchronous aiohttp and almost no locking primitive added full featured documentation added python type hints moved ci cd to github pages for letting pr test with on premise meross devices 0 3 4 0rc added http api logout capability refactored merossmanager httpclient classes 0 3 3 3 added lock assistant capability to help debug deadlock cases improved tests 0 3 3 0 added auto reconnection capabilities by default improved automated testing skipping 0 3 2 22 fixed merossmanager not being thread safe 0 3 2 21 fixed status integer not being parsed as int 0 3 2 20 merged pr that adds supports for humidity sensor 0 3 2 17 added offline event emulation 0 3 2 15 fixed deadlock occurring when handling thermostat implementing callback timeouts 0 3 2 14 added option to force status update on devices get sys data now ignores online status in order to allow full status update including online status 0 3 2 12 hotfix for introduced regression minor fix for power plugs 0 3 2 9 implemented battery stats fetch for hub devices valve 0 3 2 7 added support for smart humidifier 0 3 2 6 added support for binding unbinding events 0 3 2 5 fixed set target temperature not working as intended 0 3 2 4 improved thermostat support new handling of hub and subdevices general refactor 0 3 1 12 implemented meross sniffer tool for collecting unknown devices logs 0 3 1 11 implemented meross info gather script 0 3 1 10 improved logging 0 3 1 9 fixed missing method implementation improved logging minor improvements str methods 0 3 1 8 added hub thermostat support 0 3 1 6 improved light bulb driver capacity 0 3 1 5 fixed wrong merosseventtype being advertised for devicedoorstatusevent 0 3 1 3 added event fire capability to genericbulb class fixed bulb state kwargs bug improved set light color function for bulbs 0 3 0 2 fixed door closing checks when using the async callback close and open methods 0 3 0 1 added get power consumption and get electricity methods as abstract methods of abstractmerossdevice fixed regression passing manager parameter when firing meross events 0 3 0 0rc4 added added switch state to the generated event 0 3 0 0rc3 added quick fix for mss560 color control 0 3 0 0rc2 fixed major bugs with msg100 updated readme examples 0 3 0 0rc1 added msg100 support fixed errors being logged when power consumptionx command was issued on powerplugs 0 3 0 0b1 general refactor of the library added event based support fixed default mqtt broker address for non european devices 0 2 2 1 added basic bulb support turning on off and light control implemented msl120 support implemented msl120 automatic test extended example script usage to show how to control the light bulbs added maximum retry limit for execute command and connect 0 2 1 1 code refactoring to support heterogeneous devices bulbs plugs garage openers 0 2 1 0 implemented auto reconnect on lost connection improving locking system in order to prevent library hangs when no ack is received details | python iot meross meross-cloud meross-devices domotic automation home-automation | server |
LinkIt-RTOS-SDK-Container | docker container for linkit rtos sdk setup docker env please see here https www docker com git clone this repo git clone https github com iamblue linkit rtos sdk container git linkit cd linkit install this docker container docker build t linkit rtos sdk run docker script docker run it linkit rtos sdk go into docker and build your linkit rtos sdk code build sh mt7687 hdk iot sdk demo | os |
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cg3002 | cg3002 ay1819 sem2 group3 dance dance introduction this repository is for student project cg3002 embedded systems design project https nusmods com modules cg3002 embedded systems design project the project is to develop a wearable system to detect dance movements of a human br br the system consists of br arduino read data from sensors and send the data to raspberry pi 3 br rasphberry pi 3 load data into machine learning model send the prediction to the server br machine learning model processing raw sensor data and make the prediction br team members name course of study sub team lai yingchen computer engineering hardware goh zu wei computer engineering hardware ng kheng yi computer engineering firmware nguyen thanh son computer engineering firmware harsh gadodia computer engineering software xie jihui computer engineering software usage 1 for raspberry pi3 python raspi main py | os |
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LLM4SE | large language model for software engineering the collection is actively updated with the help of an internal literature search engine table of contents code model list model list popular code model list popular model list paper list paper list paper stats paper stats recent preprints arxiv md a name model list a model list 2023 234 models details summary click to expand summary nocrypt fast repo tabbyml santacoder 1b michaelfeil ct2fast starchat alpha mantra coding alberto michaelfeil ct2fast starcoderbase michaelfeil ct2fast starcoder bigcode tiny starcoder py kevinpro vicuna 13b cot jiezhou1996 test soliai soli bigcode gpt bigcode santacoder michaelfeil ct2fast gpt bigcode santacoder dushigao yolov4 bigcode starcoder rustformers bloom ggml rustformers bloomz ggml mishasadhaker codet5 large typescript sahil2801 instruct codegen 16b jokerlang aa cnxt chatx sadiqj camlcoder omegaodin replit replit code v1 3b replit replit code v1 3b teknium replit v1 codeinstruct 3b fp16 teknium replit v1 codeinstruct 3b kkhan gpt2 medium iba txt 4bit replit v1 codeinstruct 3b bigscience bloomz 560m bigscience bloomz 1b1 bigscience bloomz 1b7 bigscience bloomz 3b bigscience bloomz 7b1 bigscience bloomz neupane9sujal text summarization betelguesestudios chatdbd azizp128 emotion predictor indobert zirui3 starcoder ft zh zjunlp cama 13b lora zjunlp cama 13b diff aryan2003 roberta job zchflyer test11 enternamebros dialogpt small senko san ver 2 dev2bit es2bash mt5 omegaodin gpt2 fsoft aic codebert docstring inconsistency huggingfaceh4 starchat alpha asakusarinne llamasharpsamples alexwortega wortegalm 1b huolongguo10 check sec tiny neodim starcoder ggml neodim starcoderbase ggml neodim starchat alpha ggml christinacdl moderate severe depression model kinglycrow pythia 3b deduped sft r1 python finetuned binaryy blender bot distill finetuned fredithefish crimsonpajama showpiece donut4cover of books odiagenai odiagenai model v1 natlee openpose keras model pratikcha dummymodeltest up201806461 bfp combined baotoan2002 gpt 2 brandit atharv 1 blackbull yeet wandisun generate testcase pszemraj bart large code instructiongen redlinezh redlinezh erichilarysmithsr quality of life games alexwortega wortegalm rishiraj starchat bigcode starcoder megatron bigcode starcoderbase megatron bigcode santacoder bigscience bloom 1b7 bigscience bloom 560m bigcode starpii bigcode starcoderbase apj23 multiheaded sentiment analysis model lentan replit bigcode starencoder jitesh emotion english tinalihf fined tuned t5small tmnam20 codebert code summarization vipitis santacoder finetuned the stack glsl vipitis santacoder finetuned shadertoys fine vipitis santacoder finetuned shadertoys tabbleman test huolongguo10 check sec helloimsteven applescript summarizer duncan93 video alexpaul qi large v1 jeanl 0 chatanswering ptbr jitroy07 bot rirou360 test rafmuz alpaca7b lora akhil0 o saved model links trippingfollowing39 amogus akhil0 o saved model body mrrainbow rainbowgpt akhil0 o phishing detection ilangraterol dataset model alexwortega instruct rugptlarge mlrush chinese chat 30m mlrush chinese lm 30m parsakgvr mmdgpt parsakgvr mmdbert dorkai codex 1 0 otterdev otterchat phonecharger wlasw1 matthiaspi activelearningmodel war wassersteinactiveregression wannita baseline codecompletion ybelkada bloom 1b7 8bit kelly233 test model armelr alpacacode512 bigscience bloom 3b lambdasec santafixer ybelkada bloom 560m 8bit promptking gta5 process learning ai qrstud ancs htp chatx lyfcjj anythingv45 cjj diffusers hakurei instruct 12b dirus gptown teamgzg toxic comment classification project martinsforzza innerversal newsrx bloomz 7b1 0x7194633 pygpt 50m dhnchandan huggingface romanteucher pythoncoder bigscience bloom edbeeching llama se rl adapter theeeeelin test olivierdehaene optimized santacoder mauquoi 00 teenage gender classification esly35i esmoli zee2221 ai me urmom12349823 aitext manstepharder hangi sentdex gpyt lxe cerebras gpt 2 7b alpaca sp akone bloomgpt tsjb mbart large 52 qm ru v1 wannita pycoder mazeratti creative tabbyml neox 1 3b pszemraj bart base code instructiongen alexwortega instruct rugptmedium vernin maylora valooo test amongusrickroll68 melomind amongusrickroll68 textimagine 1 0 march 2023 badmatr11x distilroberta base offensive hateful speech text multiclassification techh speed car policee ar4ikov gpt2 650k stable diffusion prompt generator bigscience distill bloom 1b3 caukiel javabert emre java roberta tara small ashokajou51 nontoxiccivilbert thevyasamit bert fake news classification namikazi25 dcnn on cifar 10 mdoshi2612 fake news detector caukiel javabert uncased shibing624 code autocomplete distilgpt2 python shibing624 code autocomplete gpt2 base aarnphm multi length text classification pipeline nitinnannapaneni ll rockmiin ml codeparrot naina07 fine tune bigscience bloom 1b1 bigscience distill bloom 1b3 10x wittyicon text alchemy razent cotext 1 cc omarelsayeed wav2vec2 ar anz2 whybeyoung test konghayao magicprompt sd v1 zabir alnazi fatima fellowship ai gen detector abdullah007 image classification resnet50 alexwortega instruct rugptsmall sjiang1 codecse daeunj 828a ajibola pavit changwh5 bigbigan mnist 150epoch azarthehulk image preprocessing basics nishakathiriya dr model acrosstheuniversez atuzgenerator roy029 sno empty imharesh shabbat pavanbuduguppa asr inverse text normalization neyrotech pickhk rapples png2emb alexwortega taskgpt2 xl v0 2a marlenezw autovc voice conversion mrm8488 santacoder finetuned the stack clojure brendatellez sounds brendatellez soundclassificationcnnrnn samkenxstream algosilicon samkenxstream hierarchymartialsai ilahazs rokashibasakiv1 bigscience bloom 7b1 bigscience bloom 560m intermediate bigscience bloom 1b1 intermediate bigscience bloom 3b intermediate bigscience bloom 7b1 intermediate bigscience bloomz mt bigscience bloomz 7b1 mt bigscience bloomz 7b1 p3 bigscience bloomz p3 bigscience bloom 1b7 intermediate mrm8488 santacoder finetuned the stack swift neighhhbor test model muhtasham santacoder finetuned the stack cobol muhtasham santacoder finetuned the stack assembly huggingfaceh4 bloomz 7b1 zkep detr loubnabnl santacoder code to text mrm8488 santacoder finetuned the stack bash shell thyral testing noahshinn024 santacoder ts el profesor code t5 k8778 universe carperai diff codegen 6b v2 carperai diff codegen 2b v2 carperai diff codegen 350m v2 96harsh56 bert test2 aminian ml final project microsoft codereviewer facebook incoder 1b facebook incoder 6b mrfitzmaurice roberta finetuned topic 5 mble nametostdname aadvari movie recommender aparnabhat kannada ner kaliel456 lynn bigcode santacoder megatron salesforce codegen2 1b salesforce codegen2 3 7b salesforce codegen2 7b details 2022 38 models details summary click to expand summary mrm8488 bloom 560m finetuned the stack rust smallcloudai codify medium multi smallcloudai codify 3b multi anjandash javabert small anjandash javabert mini saikatc natgen nokia nlgp docstring alecsharpie codegen 350m html alecsharpie codegen 350m css carperai diff codegen 350m v1 giulio98 codegen 350m multi xlcost v2 giulio98 codegen 350m multi xlcost nokia nlgp natural model attribution challenge bloom 560m carperai fim neox 1 3b model attribution challenge bloom 2b5 huggingface codeberta language id codeparrot codeparrot small code to text moyix csrc 774m codeparrot unixcoder java complexity prediction codeparrot codeparrot small text to code bigscience bloom optimizer states model attribution challenge bloom 350m little star good model codeparrot codeparrot small multi bigscience bloom intermediate bigscience tr11 176b logs codeparrot codeparrot small huggingface codeberta small v1 codeparrot codeparrot lvwerra test card razent spbert mlm base razent spbert mlm wso base razent spbert mlm zero razent cotext 2 cc razent cotext 1 ccg ietz distilroberta base finetuned jira qt issue titles and bodies ietz distilroberta base finetuned jira qt issue title details 2021 2 models details summary click to expand summary mrm8488 codebertajs mrm8488 codebertapy details a name popular model list a popular model list year id model name paper of parameters open source 2023 4 codegen2 link https arxiv org abs 2305 02309 1b 3 7b 7b 16b source https github com salesforce codegen2 2023 3 codet5 link https arxiv org abs 2305 07922 220m 770m 2b 6b 16b source https github com salesforce codet5 tree main codet5 2b 2023 2 starcoder link https arxiv org abs 2305 06161 15b source https github com bigcode project starcoder 2023 1 codegeex link https arxiv org abs 2303 17568 13b source https github com thudm codegeex 2022 2 incoder link https arxiv org abs 2204 05999 1 3b 6b source https github com dpfried incoder 2022 1 codegen link https arxiv org abs 2203 13474 350m 2b 6b 16b source https github com salesforce codegen 2021 1 codet5 link https arxiv org abs 2109 00859 770m source https github com salesforce codet5 2020 2 graphcodebert link https arxiv org abs 2009 08366 source https github com microsoft codebert graphcodebert 2020 1 codebert link https arxiv org abs 2002 08155 source https github com microsoft codebert a name paper list a paper list survey papers year title 2023 large language models for software engineering a systematic literature review https arxiv org abs 2308 10620 2023 software testing with large language model survey landscape and vision https arxiv org pdf 2307 07221 pdf task tags https img shields io badge code 20generation brightgreen https img shields io badge code 20generation brightgreen https img shields io badge code 20summarization green https img shields io badge code 20summarization green https img shields io badge bug 20detection yellowgreen https img shields io badge bug 20detection yellowgreen https img shields io badge program 20repair orange https img shields io badge program 20repair orange https img shields io badge vulnerability 20detection red https img shields io badge vulnerability 20detection red https img shields io badge vulnerability 20repair lightgrey https img shields io badge vulnerability 20repair lightgrey https img shields io badge clone 20detection blue https img shields io badge clone 20detection blue https img shields io badge code 20review brightgreen https img shields io badge code 20review brightgreen details summary click to expand summary year id title venue name type 2023 1 invalidator automated patch correctness assessment via semantic and syntactic reasoning https 10 1109 tse 2023 3255177 tse j 2022 27 fast changeset based bug localization with bert https doi org 10 1145 3510003 3510042 icse c 2022 26 an empirical study on the usage of transformer models for code completion https doi org 10 1109 tse 2021 3128234 tse j 2022 25 dualsc automatic generation and summarization of shellcode via transformer and dual learning https doi org 10 1109 saner53432 2022 00052 saner c 2022 24 source code summarization with structural relative position guided transformer https doi org 10 1109 saner53432 2022 00013 saner c 2022 23 aspect based api review classification how far can pre trained transformer model go https doi org 10 1109 saner53432 2022 00054 saner c 2022 22 can identifier splitting improve open vocabulary language model of code https doi org 10 1109 saner53432 2022 00130 saner c 2022 21 evaluation of context aware language models and experts for effort estimation of software maintenance issues https doi org 10 1109 icsme55016 2022 00020 icsme c 2022 20 automating code review activities by large scale pre training https dl acm org doi 10 1145 3540250 3549081 fse c 2022 19 vulcurator a vulnerability fixing commit detector https doi org 10 1145 3540250 3558936 fse c 2022 18 autopruner transformer based call graph pruning https doi org 10 1145 3540250 3549175 fse c 2022 17 can pre trained code embeddings improve model performance revisiting the use of code embeddings in software engineering tasks https doi org 10 1007 s10664 022 10118 5 emse j 2022 16 bridging pre trained models and downstream tasks for source code understanding https doi org 10 1145 3510003 3510062 icse c 2022 15 jigsaw large language models meet program synthesis https doi org 10 1145 3510003 3510203 icse c 2022 14 natural attack for pre trained models of code https doi org 10 1145 3510003 3510146 icse c 2022 13 using pre trained models to boost code review automation https doi org 10 1145 3510003 3510621 icse c 2022 12 what do they capture a structural analysis of pre trained language models for source code https doi org 10 1145 3510003 3510050 icse c 2022 11 a light bug triage framework for applying large pre trained language model https doi org 10 1145 3551349 3556898 ase c 2022 10 ast probe recovering abstract syntax trees from hidden representations of pre trained language models https doi org 10 1145 3551349 3556900 ase c 2022 9 compressing pre trained models of code into 3 mb https doi org 10 1145 3551349 3556964 ase c 2022 8 prcbert prompt learning for requirement classification using bert based pretrained language models https doi org 10 1145 3551349 3560417 ase c 2022 7 prompt tuned code language model as a neural knowledge base for type inference in statically typed partial code https doi org 10 1145 3551349 3556912 ase c 2022 6 few shot training llms for project specific code summarization https doi org 10 1145 3551349 3559555 ase c 2022 5 diet code is healthy simplifying programs for pre trained models of code https doi org 10 1145 3540250 3549094 fse c 2022 4 discrepancies among pre trained deep neural networks a new threat to model zoo reliability https doi org 10 1145 3540250 3560881 fse c 2022 3 effective and scalable fault injection using bug reports and generative language models https doi org 10 1145 3540250 3558907 fse c 2022 2 an extensive study on pre trained models for program understanding and generation https doi org 10 1145 3533767 3534390 issta c 2022 1 using pre trained language models to resolve textual and semantic merge conflicts experience paper https doi org 10 1145 3533767 3534396 issta c 2021 7 studying the usage of text to text transfer transformer to support code related tasks https doi org 10 1109 icse43902 2021 00041 icse c 2021 6 traceability transformed generating more accurate links with pre trained bert models https doi org 10 1109 icse43902 2021 00040 icse c 2021 5 code prediction by feeding trees to transformers https doi org 10 1109 icse43902 2021 00026 icse c 2021 4 traceability transformed generating more accurate links with pre trained bert models https doi org 10 1109 icse43902 2021 00040 icse c 2021 3 deepmemory model based memorization analysis of deep neural language models https doi org 10 1109 ase51524 2021 9678871 ase c 2021 2 what do pre trained code models know about code https doi org 10 1109 ase51524 2021 9678927 ase c 2021 1 does reusing pre trained nlp model propagate bugs https doi org 10 1145 3468264 3473494 fse c 2020 3 achieving reliable sentiment analysis in the software engineering domain using bert https doi org 10 1109 icsme46990 2020 00025 icsme c 2020 2 sentiment analysis for software engineering how far can pre trained transformer models go https doi org 10 1109 icsme46990 2020 00017 icsme c 2020 1 multi task learning based pre trained language model for code completion https doi org 10 1145 3324884 3416591 ase c details a name paper stats a paper stats venue stats venue count icse 10 fse 7 ase 9 issta 2 tse 2 tosem 0 emse 1 icsme 3 saner 4 msr 0 year stats venue count 2022 27 2021 7 2020 3 considered venues powered by an automation tool mainteners routinary check for new llm4se papers that appear in the venues below conferences software engineering domain icse international conference on software engineering fse the acm joint european software engineering conference and symposium on the foundations of software engineering ase ieee acm international conference on automated software engineering issta international symposium on software testing and analysis icsme ieee international conference on software maintenance and evolution msr ieee working conference on mining software repositories saner ieee international conference on software analysis evolution and reengineering journals software engineering domain tse ieee transactions on software engineering tosem acm transactions on software engineering and methodology emse empirical software engineering contribution the easiest way to contribute is to submit a paper with verified information via github issues only url of the paper should be already enough the mainteiner will add accordingly and keep you updated in the issue conversation alternatively you can create a pull request for that you need to strictly follow the format any other suggestion to improve this repository is also highly welcomed via github issues contributors p align left a href https github com maxxbw54 img src https avatars githubusercontent com maxxbw54 v 4 width 50px alt maxxbw54 a a href https github com thanhlecongg img src https avatars githubusercontent com thanhlecongg v 4 width 50px alt thanhlecongg a a a href https github com xin zhou smu img src https avatars githubusercontent com xin zhou smu v 4 width 50px alt xin zhou smu a p | ai |
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stlive | this app is now out of date and not supported live edit sencha touch jquery mobile phonegap cordova apps if you re developing in a javascript framework like sencha touch http www sencha com products touch or jquery mobile http jquerymobile com using phonegap http phonegap com or cordova http cordova apache org to access native device features you can now edit your source code on your computer and use this tool to immediately sync your code change for testing onto one or more mobiles devices all without needing to compile or redeploy your app description traditionally when developing sencha touch apps on mobile and tablet devices you need to minify and repackage the sencha source code then recompile that with the phonegap framework with each platform sdk compiler and then redeploy each native app to mobile devices and emulators for testing for sencha apps this is done by sencha app build run native for native app development this can be a slow process that you have to repeat for each code change before you can test the change on a native device or emulator this tool allows you to massively speed up development of your phonegap and sencha touch native apps by skipping all of these steps using this tool you can update any javascript css scss or html source file on your development computer and it will instantly load your changes and restart the app on your device or emulators this means you can live edit and test changes as you save them onto multiple devices it even preserves the current client side route so in most cases you can immediately retest the active view without having to re navigate to that view this means you can place any number of devices emulators in front of you and instantly see the effect of your last code change one or more android ios and wp8 devices you can even serve up your source code from your local computer onto a cloud device testing labs https google com q cloud device testing labs to test your app on hundreds of different mobile devices you can also keep your remote debuggers connected while each update occurs so you save more time by not having to restart your remote debuggers since the javascript source code is not minified it s also much easier to debug you can also elect to load the original unminified sencha touch framework files onto the device making debugging of framework code easier we ve even added integrated a sass css compiler so you can now live edit your sass files scss and they will be auto compiled and resulting app css file auto reloaded so you can now instantly review each styling change on multiple real devices or emulators the problem the phonegap team recently released phonegap developer app http app phonegap com that supports live updating of source code in a phonegap 3 x project the current phonegap developer app is available as a download from the app stores it s great for trying out phonegap with a standard set of core plugins but unfortunately it is unusable for many production projects as you re locked into a fixed set of phonegap plugins as deployed in their app store application these plugins typically don t match types of plugins or plugin versions or internal customisations required by your app you also can t use any internally developed plugins what you really need is a live update client and server that have identical plugins to your final mobile app for sencha touch development you also need additional features and optimisations not supported by the current phonegap developer app project the solution to solve this i created stlive to create modify and serve live editable sencha touch or other phonegap based js framework projects this tool allows you to instrument a new or existing mobile project to support live updating on startup your instrumented mobile app will offer you options to either a run your existing fully compiled and minified native app or b start up a live update client that connects to an stlive server that can dispatch your original unmodified html ccs js source code from your project folder onto the device it also dispatches platform specific code e g cordova plugin javascript from your app project the stlive server then watches for any changes in your source code files and will notify the client to reload your project source code and restart your app whenever you change a source file unlike the current phonegap developer app the live update client and server components and your final native app are now running identically configured cordova plugins since they are all using the same phonegap project instance to do so for testing purposes you can be assured that the native app and live update client will be running identical phonegap configurations since they are now compiled and deployed as one app and the server is dispatching the same plugin source code using this tool you should be able to complete most of your development and testing using the live update client only needing to rebuild and redeploy when your project s cordova plugin configuration is changed supported frameworks and versions this tool is based on open source technology developed by the phonegap team but it s been modified to support the sencha touch 2 x framework it should also work for hybrid frameworks like jquery mobile that store their original html5 source in the www subdirectory of a phonegap or cordova project the server can be run from either a sencha touch project folder or the phonegap or cordova project folders and will it adapt the file paths dispatched accordingly it should support the following project types sencha touch 2 x phonegap 3 x cordova 3 x tested for st 2 3 2 pg 3 4 0 on windows 7 jquery mobile phonegap 3 x not yet tested jquery mobile cordova 3 x not yet tested phonegap 3 x standalone not yet tested cordova 3 x standalone not yet tested testers welcome please log your ve ve test results as issues https github com tohagan stlive issues installation if you re already developing sencha touch native apps with phonegap you probably won t have much to install most existing sencha touch phonegap developers will only need to run sudo npm install g stlive but you might want to checkout the installation guide install md to make sure you ve got everything particularly before logging an issue https github com tohagan stlive issues getting started step 1 configure your stlive user settings file run stlive settings show the first time you run stlive it will create a copy of the stlive json https github com tohagan stlive blob master stlive json file that ships with the app to your local settings file stlive json stlive merges settings from stlive json files it finds in your current ancestor and home directories this allows you to configure settings for a group of projects by placing a copy in a parent folder contains the related project as subfolders you can then override and version control settings for a specific project by adding an stlive json file to the project subfolder stlive json files configure preferences including sdk location of your sencha touch sdk e g bin sencha touch 2 3 2 cmd version specific sencha command e g sencha 4 0 4 84 or just sencha which will get the last installed appdomain your company s domain name in reverse e g com sencha platforms select android ios or wp8 platforms to add to new projects build remote set to true to enable phonegap build service and update build username and build password these settings are copied into new projects and then read from each project windows you ll find the home file at userprofile stlive json you ll need a modern text editor like brackets http brackets io notepad http notepad plus plus org download or textpad https www textpad com windows notepad won t be much use step 2 start your simulators emulators devices but hang on we don t even have an app yet trust me you soon will refer to installation guide install md topics covering device simulators and emulators and javascript remote debugging step 3 create compile deploy and run a new live editable sencha touch phonegap app open a terminal widow for osx you may need to change the background color to black or a dark color to view colored text stlive create run demoapp as this runs you will see the highlighted sencha and cordova commands it s using to generate your new new app based on your settings if all is well at the end of this process you should have a new mobile app deployed and running on your devices emulators simulator if you need to fix any configuration issues and perform a rebuild you can run stlive build run in the new demoapp project subdirectory step 4 now run a live update server from your new demoapp project folder the server will then display the ip address and port number it s listened on cd demoapp stlive serve listening on 192 168 0 17 3000 hit control c to stop step 5 make sure the app has started on your device and select the live update link then key in the ip address and port number to connect to the server you should see the server display the source files the client app is requesting for cordova platform and plugin files it will also display the actual file path dispatched in green you can use this to identify and fix any network or project configuration issues finally you should see welcome to sencha touch 2 displayed as the app title bar on your device or emulator step 6 now live edit the view that is displayed open demoapp app views main js and edit the welcome message and save the file you should see the app instantly reload itself from the server app now displays the new welcome message on the device connect multiple devices of mixed types ios android wp8 they should all reload in response to a source file change each will load the cordova js files for their platform step 7 connect to the app using a remote debugger ios follow these instructions http phonegap tips com articles debugging ios phonegap apps with safaris web inspector html android 4 4 follow these instructions https developer chrome com devtools docs remote debugging needs chrome v32 or later on desktop computer step 8 rebuilding and redeployment if you ve added new sencha classes or changed class dependencies you probably only need to run sencha app refresh this will just rebuild the bootstrap js and bootstrap json files not perform a recompile these files are watched by stlive serve and so you can do this during a live edit session using a separate terminal window if you need to rebuild and redeploy your app e g after adding removing plugins or changing the config xml file you can run stlive build run this is basically the same as running sencha app build run native but it uses the version of sencha command configured in your settings file which you can define as a local version controlled file in your project folder it should stop your device app and deploy and run the recompiled app in the future we may add additional environment variable settings so for example could might select other sdk version and settings as well this will make it easy to switch between projects without having to reconfigure your build environment live edit sass style sheet files step 1 install ruby sass and compass compiler as per installation guide install md instructions step 2 configure the sass compiler in your stlive json setting files note you must configure the full path to the compass compiler in the bgtasks sass cmd option test that the sass compiler starts and resolve any configuration issues stlive sass sass compass sass compiler starting sass compass is polling for changes hit control c to stop use ctrl c to stop the sass compiler step 3 now start the sass compiler as part of the st live server stlive serve sass sass compass sass compiler starting sass compass is polling for changes listening on 192 168 0 17 3000 hit control c to stop ctrl c will now stop both the st live server and the sass compiler step 4 start your emulator or device and load your mobile app and begin live update editing step 5 change the base color theme for your app by adding this line to the top of resources sass app scss and save the file base color 186fa5 you should see the compass compiler detect the change and recompile your sass file and then the st live server detect the resulting change to the resources css app css file and it reload your app with a new theme color for more information on theming sencha touch apps refer to an introduction to theming sencha touch http www sencha com blog an introduction to theming sencha touch video tutorial http www sencha com learn theming sencha touch getting started with sencha touch 2 build a weather utility app part1 http www sencha com blog getting started with sencha touch 2 build a weather utility app part 1 part 2 http www sencha com blog getting started with sencha touch 2 build a weather utility app part 2 live edit using a desktop or mobile browser you don t even need a mobile device to use stlive just open the url in chrome or safari mobile or desktop browsers the browser will similarly auto reload as you edit source code note your app should work provided you re not calling any phonegap plugin apis directly sencha touch provides wrapper classes that can emulate some of the phonegap apis when your app is run in a desktop browser see devices in sencha touch api http docs sencha com touch 2 3 2 example ext device filesystem http docs sencha com touch 2 3 2 source filesystem html ext device filesystem live internet demo or live testing cool feature often you need to demo or test development versions of your app to friends beta testers or customers who live outside your firewall normally you d have to setup external web hosting to host your app the localtunnel option creates an encrypted socket connection from your stlive server to new host name that is a random subdomain of localtunnel me http localtunnel me this will expose your stlive server server with a random subdomain that is accessible on the internet if you know the new name stlive serve localtunnel you can now use this external url for browser or device testing or to demo or test development versions of your app to friends testers or customers you can even connect your app server to cloud based mobile device testing lab https google com q mobile device testing lab to test your app on hundreds of different mobile devices or use it when you visit an open device lab http lab up org security warning while the node app server is generally regarded as secure enabling this feature effectively punches a hole in your firewall in theory it only exposes your source files as read only and the random domain name provides some additional protection however there is some small risk that a security vulnerability exists no penetration testing has been conducted this feature is intended for brief demoes and testing only not recommended for a production service or prolonged or frequent use as per apache 2 0 license no liability is accepted use at your own risk example 1 create a named url endpoint outside your firewall cd myapp stlive serve localtunnel starting in d projects stlive sandbox myapp listening on 192 168 7 54 3000 localtunnel https jgwpgspbip localtunnel me random internet url on successful connection the server will report its url endpoint as http random localtunnel me you can now key in this endpoint to the live update app on your mobile devices example 2 serve compiled sencha code a localtunnel connection can be rather slow so let s compile it first and then serve the compressed js css files cd myapp compile sencha project code into phonegap www sencha app build native important change to the phonegap subdirectory of your sencha project the server will now load the files from phonegap www and your app will load much faster as it s now loading a single app js file containing your compressed version of all of your sencha touch class files and their dependent framework classes cd phonegap now show an external demo of your app using compressed code stlive serve localtunnel starting in d projects stlive sandbox myapp listening on 192 168 7 54 3000 localtunnel https jgwpgspbip localtunnel me example 3 use a qr code to connect devices this will display a qr code of the server ip address and port so you can connect local devices stlive serve qr this will display qr codes on the terminal for both local ip address and the remote localtunnel me subdomain stlive serve localtunnel qr if you re demoing your app to friends they will need to first install your compiled app on their devices but provided the plugins don t change you then just share your screen over skype or google and they can use the 2nd qr code on your screen to connect their local devices to your app and load the latest version via the localtunnel subdomain note each time you restart the server the localtunnel host name will change preparing for mdm or app store deployment appstores or your corporate mdm server http en wikipedia org wiki mobile device management are unlikely to accept your mobile app with live edit instrumentation so we ve made it easy to remove this prior to rebuilding for final release and add it back later so you can continue development you also want to run stlive remove as part of your ci build service to remove the live editing and rebuild and test cd myapp stlive remove stlive build run add live editing back you can easily add it back in and redeploy you can also use this for an existing sench touch app stlive add stlive build run what do stlive create stlive add and stlive remove do to my project files stlive create and stlive add perform the following adds phonegap www live directory containing the live edit app adds phonegap www start html file config xml changes the start up page to be start html config xml sets access origin to be stlive remove performs the following deletes the phonegap www live directory deletes the phonegap www start html file config xml changes the start up page to be index html config xml reverts access origin to original origin review your config xml and you ll see that stlive create and stlive add inserts xml comments that are used to enable disable xml elements when live editing is added or removed by adjusting these comment headers live on begin elements used when live editting is on live on end live off begin elements used when live editting is off live off end you can use these to manage plugin access origin constraints or other property differences between live editting and production builds do not insert additional xml comments between these begin end markers or they will not work note prior to version 0 2 2 stlive used config live xml and config orig xml files to manage these differences these files are no longer used adding removing cordova phonegap plugins when adding and removing project plugins you should cd phonegap cordova plugin add plugin url then update config xml with any additional xml elements as required by your new plugin for sencha touch projects you should update the config xml file in your sencha touch project folder it will be copied over the phonegap www config xml file when you perform a sencha or stlive build other projects like jquery mobile can just maintain the phonegap www config xml file phonegap s documentation adding plugins http docs phonegap com en 3 5 0 guide cli index md html the 20command line 20interface add plugin features config xml http docs phonegap com en 3 5 0 config ref index md html configuring phonegap http docs build phonegap com en us command summary create build new sencha touch app with live edit create a new sencha touch 2 x phonegap 3 x app with an embedded live edit client stlive create run appdomain appname example stlive create run au com mycompany mycoolapp the run option will deploy and run the new app on attached devices tip the domain or app name can be specified or use a default from your stlive json files if you create all your sencha projects under a common parent folder you can create a stlive json in that parent folder and setup common defaults like appdomain for all your projects builds a sencha touch app same as sencha app build native but it uses the version of sencha command configured in stlive json in your home directory or current ancestor directories of your project stlive build run the run option will deploy and run the app on attached devices tip this is basically the same as running sencha app build run native but it uses the version of sencha command configured in your settings file so you may wish to add a stlive json file as part of your project so you can auto select the right version of sencha command and sencha touch a future version may support settings environment variables prior to running sencha command so that the build process and all the related build tools can be customised on a per project basis this would make it fast and easy to switch build parameters and tools just by changing projects directory and ensure that it s all version controlled i recommend that your project stlive json files only contain project specific settings and that it inherit other settings from config files in your home or ancestor folders when we roll out new releases of stlive that have new features and settings you will likely avoid the need to update each of your project s config files you should always include the schema property in your config files so the app can report schema version changes compile and deploy phonegap app these commands will not recompile your sencha code just the phonegap code but it will redeploy to the device which can be quicker than doing this manually stlive run platform recompiles and deploys your app to devices emulators simulators instrumenting existing mobile apps for live edit run these command in a sencha touch phonegap or cordova project folder stlive add add a live client to an existing sencha touch or phonegap project stlive remove removes the live client from a project pre app store or production mdm deployment stlive update updates project live client to latest version after upgrading stlive run sass compass compiler stlive sass starts the sass compass compiler configured in your stlive json settings file refer to installation guide install md for details of how to install and configure the sass compiler run live edit app server run these command in a sencha touch phonegap or cordova project folder runs a live update server in your sencha touch or phonegap project folder stlive serve port number localtunnel sass port number changes default server port number localtunnel connects your server to a random subdomain of localtunnel me http localtunnel me sass starts a sass compass compiler with the live edit server your sench touch sass files in resources sass scss are now also live editable set sass true in your settings file to always auto start stop this compiler as a background task qr displays a qr code http en wikipedia org wiki qr code for server url and localtunnel url all these options can be preconfigured in a settings file info commands stlive version displays app version stlive settings show shows settings merged from stlive json files in home current or ancestor directories stlive settings diff compares settings to the default settings file stlive json https github com tohagan stlive blob master stlive json that ships with the app configuration command line options all configuration options can be overridded using corresponding command line options you ll find it helpful in speeding up creating new apps and ensuring they are consistently configured the stlive json https github com tohagan stlive blob master stlive json file contains a list of all the options and their default settings the properties are all documented with comments inside this file the first time you run the app it will create a copy of the stlive json https github com tohagan stlive blob master stlive json file to stlive json you can then edit this user settings file to configure your preferences setting command line properties for stlive create include your company s reversed domain name com mycompany set of phonegap plugins added to new projects enable disable phonegap build service phonegap build service user name and password many other options https github com tohagan stlive blob master stlive json configuration properties for stlive create include server port number enable disable live edit reloading enable disable external tunnel to localtunnel me set files directories that trigger reloads for sencha touch projects set files directories that trigger reloads for cordova phonegap projects enable disable background sass compiler and configure command line and directory overriding options the first time you run this app it will create a stlive json file in your home directory that allows you to override these defaults this file is a copy of the stlive json that ships with the app at this stlive is updated with new versions you may need to maintain the settings in this file known issues navigating back to the start page and then re selecting the live update link often fails to restart the live update client workaround stop and restart the mobile app or redeploy it using stlive run refer to the issues list https github com tohagan stlive issues for more info releases release history https github com tohagan stlive blob master history md acknowledgements a huge thank you to the phonegap project team and abobe inc who sponsored them without their having open sourced the phonegap developer app http app phonegap com this app would not exist licence apache 2 0 additional sencha projects other sencha tools i ve developed sencha ico moon https github com tohagan sencha ico moon quickly create and install your custom icons from ico moon into your sencha touch or extjs project converts ico moon project files into sencha sass icon files includes step by step instructions coming soon autologger automated rule based logging api for sencha extjs sencha touch performance optimised call logging that records class and method name call arguments response exceptions timing and nested call depth for any pattern of namespace class or method name significantly reduces diagnostic logging coding effort and speeds up defect diagnosis entire classes or namespaces can be logged with a single line rule displays as collapsible regions and hyperlinked to log calls in chrome console zero overheads when disabled so ideal for diagnosing faults in both development and production builds additional rules can select manual logging level based on class or method patterns | front_end |
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covid-mitigation-analysis | covid mitigation data engineering and analysis project description to advise the fictional country of caladan on covid policy this project analyzed covid 19 data from 10 countries to determine the most effective covid 19 policies with the least restrictive effects we placed a focus on two contrasting countries sweden which had relatively relaxed covid policies and new zealand which had some of the strictest policies in the world we concluded that restrictions on workplace closing gathering restrictions and facial coverings proved to be the most effective while also being the most permissible we recommend that caladan take a timely dynamic and targeted response to covid mitigation supplementary materials report report pdf power bi file covid19 pbix presentation ds310 presentation pdf azure data factory branch https github com lavaman131 covid mitigation analysis tree adf publish azure synapse branch https github com lavaman131 covid mitigation analysis tree synapse publish resource group arm template arm template zip data engineering concepts we followed the kimball method for our data warehousing procedure with a snowflake schema imgs schema svg here is an overview of our elt pipeline imgs elt pipeline svg technology stack this project was implemented using the following technology stack azure s cloud platform azure data factory azure data flows cosmos db azure sql | cloud |
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ML-airport-taxi-out | img src images atd2 logo animate medium o3 gif alt atd2 logo width 100 taxi out time duration prediction the ml airport taxi out software is developed to provide a reference implementation to serve as a research example how to train and register machine learning ml models intended for predicting impeded and unimpeded taxi out duration the software is designed to point to databases which are not provided as part of the software release and thus this software is only intended to serve as an example of best practices the software is built in python and leverages open source libraries kedro scikitlearn mlflow and others the software provides examples how to build three distinct pipelines for data query and save data engineering and data science for each model these pipelines enable scalable repeatable and maintainable development of ml models ml airport surface model background information the ml airport taxi out models are one of several ml models tied together by the airport surface model orchestrator shown below airport surface model orchestrator diagram images orchestrator png the airport surface model orchestrator runs at fixed intervals and is driven from real time fused faa system wide information management swim data feeds and also pulls in additional d atis airport configuration data and weather data the data input manager within the orchestrator prepares data for each ml service and data is exchanged between the orchestrator and the ml services via api interfaces the input data sources for the individual ml prediction services are shown in the below diagram which also illustrates dependencies between the individual ml services ml model diagram images ml models png the ml airport surface model forms the building blocks of a cloud based predictive engine that alerts flight operators to pre departure trajectory option set tos reroute opportunities within the terminal airspace the ml airport surface model was designed to be a scalable replacement for the capabilities provided by nasa s surface trajectory based operations stbo subsystem which is a component of the fielded atd2 phase 3 system in the north texas metroplex the stbo subsystem relies heavily upon detailed adaptation which defines the physical constraints and encodes subject matter expert knowledge within decision trees and creates a costly bottleneck to scaling the pre departure tos digital reroute capability across the national airspace system taxi out prediction is part of a suite of softwares designed to model the airport surface ml airport airport configuration model https github com nasa ml airport configuration ml airport arrival runway model https github com nasa ml airport arrival runway ml airport departure runway model https github com nasa ml airport departure runway ml airport taxi in model https github com nasa ml airport taxi in ml airport taxi out model https github com nasa ml airport taxi out ml airport estimated on time model https github com nasa ml airport estimated on ml airport data services https github com nasa ml airport data services taxi out prediction models this project trains and evaluates models that predict taxi out durations there are six types of models that can be trained for an airport these predict unimpeded ama taxi out time unimpeded ramp taxi out time unimpeded full taxi out time ama ramp taxi impeded ama taxi out time impeded ramp taxi out time impeded full taxi out time ama ramp taxi unimpeded taxi out time predictions are not time varying impeded taxi out time models are trained to make predictions prior to take off steps to start using this project and some helpful information about kedro mlflow projects in addition to the steps below take a look at the kedro documentation https kedro readthedocs io and the mlflow documentation https mlflow org docs latest index html for more help getting started set up the project conda environment create new environment from conda yaml file conda env create f conda yaml then activate the environment conda activate taxi out env configure kedro credentials credentials yml defines username host port to access a database which we assume has fuser data a kedro credentials yml file needs to be created in conf local an example of such a file is in credentials template yml per airport globals in this project each model is trained for a particular airport the airport and potentially airport specific items are specified in conf base globals yml or conf base airport icao globals yml where airport icao is the icao identifier for an airport e g kclt which particular globals yml is used is specified at run time as a parameter specified in the kedro run command line interfaces described below or the airport specific file can be copied into globals yml this approach is based on kedro s templated configurations capability https kedro readthedocs io en stable 04 kedro project setup 02 configuration html templating configuration implementing it required us to overwrite the create config loader method in src taxi out run py to use a templatedconfigloader https kedro readthedocs io en stable kedro config templatedconfigloader html in a way similar to what is described in the kedro documentation but extended to allow for the global config yml command line interface parameter if using kedro s jupyter notebook or ipython integrations the overall globals yml is always used i e there is not currently any way to specify which airport specific airport icao globals yml to use when initiating the jupyter notebook session the overall globals yml can be updated during a jupyter or ipython session e g to specify a different airport if after changing the file the reload kedro command is executed in the jupyter notebook or ipython console session this will update the kedro context variable to take into account the updated globals yml see the working with kedro from notebooks or ipython section below and the relevant kedro documentation https kedro readthedocs io en stable 11 tools integration 02 ipython html for additional information about kedro s jupyter and ipython capabilities parameters the conf base parameters yml file contains any parameters that control various aspects of the pipelines that engineer data and train and test models this file can be airport specific as well and in that case the icao identifier will prefix the file airport icao parameters yml the parameters file specifies for instance the type of maching learning model that should be used and what hyperparameters will control its training you may wish to update some of these parameters items in parameters yml that are surrounded by and will be imported from the globals yml kedro s configuration templating documentation https kedro readthedocs io en stable 04 kedro project setup 02 configuration html template configuration provides additional information about templated configurations via globals yml the mlflow parameters formally set via environmental variables are now contained in the parameters yml file and will be used to specify the experiment name tracking uri etc example below unimp ramp model params name unimp ramp gbr mlflow tracking uri http machine name port number experiment name unimpeded ramp taxiout note if the experiment name does not exist e g there is no experiment id within the mlflow server associated with the name then a new experiment will be automatically created data catalog any data sets used in this kedro project must be declared in the conf base catalog yml data catalog there should not be any reason for you to update this data catalog but it contains items surrounded by and that will be imported from the globals yml specified for a particular run kedro s configuration templating documentation https kedro readthedocs io en stable 04 kedro project setup 02 configuration html template configuration provides additional information kedro nodes pipelines kedro pipelines https kedro readthedocs io en stable 02 get started 03 hello kedro html pipeline specify a directed acyclic graph of kedro nodes https kedro readthedocs io en stable 02 get started 03 hello kedro html node to be run with various data sets declared in the catalog yml or parameters specified in parameters yml serving as inputs other than parameters or data sets declared in the data catalog model inputs can be names of objects that are output from other nodes such as intermediate data sets or trained models the overall project pipelines are defined in src taxi out pipeline py these are defined by combining partial pipelines defined in other places throughout the project for example some data engineering pipelines are defined in src taxi out pipelines data engineering pipeline py nodes are simply wrappers around functions which in turn can be defined or imported from anywhere but are often and conventionally defined in various nodes py files in various directories throughout the project configure mlflow mlflow server mlflow can be configured to track runs locally or remotely on a server mlflow api throughout the code are some mlflow api https www mlflow org docs latest python api index html calls these do things like log run parameters and metrics to the mlflow server or log run artifacts e g pickled trained models to the mlflow artifact store getting data with data query and save dqs pipeline most of the data required to run train models in this project can be acquired by running data query and save dqs pipelines these run some queries per data set declarations in conf base catalog yml with some aspects of these declarations imported from the specified conf base globals yml accessing databases per credentials in conf local credentials yml and save resulting csvs locally in the data folder typically in the 01 raw subfolder the csv data set naming convention puts the relevant airport icao code as a prefix e g if running with a kjfk globals yml for kjfk then the data sets will be named things like data 01 raw kjfk mfs data set csv other data engineering or full pipelines start from those csvs these commands do not need to be rerun over and over for the same airport and time period once they are run once the data will be available in the csvs in the data folder since the data query and save pipelines run queries that retrieve and then save to disk potentially large amounts of data they can take tens of minutes to hours to run depending in particular on the duration of time between start time and end time in globals yml to track pipeline run progress during these potentially long runs kedro informational logging statements will be printed to the screen unimpeded impeded models to get the data needed to train an unimpeded ramp model run the command below from the taxi out directory kedro run pipeline dqs params global config yml airport icao globals yml or cp conf base airport icao globals yml conf base globals yml kedro run pipeline dqs the airport icao must be replaced by the icao identifier a few other data query pipelines are available and are listed in the file src taxi out pipeline py training and testing models after running the queries to get the required data sets models can be trained and tested unimpeded ramp model to train and test an unimpeded ramp model run the commands below cp conf base airport icao globals yml conf base globals yml cp conf base airport icao parameters yml conf base parameters yml kedro run pipeline unimp ramp taxi after training and testing a model the run creating the model should be visible and available for review in the mlflow ui in the unimpeded ramp taxiout experiment unimpeded ama models to train and test an unimpeded ama model run the commands below cp conf base airport icao globals yml conf base globals yml cp conf base airport icao parameters yml conf base parameters yml kedro run pipeline unimp ama taxi after training and testing a model the run creating the model should be visible and available for review in the mlflow ui in the unimpeded ama taxiout experiment unimpeded full models to train and test an unimpeded ama model run the commands below cp conf base airport icao globals yml conf base globals yml cp conf base airport icao parameters yml conf base parameters yml kedro run pipeline unimp full taxi after training and testing a model the run creating the model should be visible and available for review in the mlflow ui in the unimpeded full taxiout experiment impeded ramp models to train and test an impeded ramp model run the commands below cp conf base airport icao globals yml conf base globals yml cp conf base airport icao parameters yml conf base parameters yml kedro run pipeline imp ramp taxi after training and testing a model the run creating the model should be visible and available for review in the mlflow ui in the impeded ramp taxiout experiment impeded ama models to train and test an impeded ama model run the commands below cp conf base airport icao globals yml conf base globals yml cp conf base airport icao parameters yml conf base parameters yml kedro run pipeline imp ama taxi after training and testing a model the run creating the model should be visible and available for review in the mlflow ui in the impeded ama taxiout experiment impeded full models to train and test an impeded ama model run the commands below cp conf base airport icao globals yml conf base globals yml cp conf base airport icao parameters yml conf base parameters yml kedro run pipeline imp full taxi after training and testing a model the run creating the model should be visible and available for review in the mlflow ui in the impeded full taxiout experiment working with kedro from notebooks or ipython in order to use jupyter notebooks or ipython in your kedro project you need to install jupyter from within the project s conda environment conda install jupyter for using jupyter lab you need to install it conda install jupyterlab after installing jupyter and or jupyter lab you can start a local notebook server kedro jupyter notebook you can also start jupyter lab kedro jupyter lab and if you want to run an ipython session kedro ipython staring jupyter or ipython this way executes a startup script in ipython profile default startup 00 kedro init py this creates a kedro context variable in scope the context can be used to access the data catalog parameters execute pipelines or portions thereof and more see the relevant kedro documentation https kedro readthedocs io en stable 11 tools integration 02 ipython html for details in each of these cases the session uses the global settings e g airport icao in conf base globals yml to populate various items in parameters yml and catalog yml if you wish to adjust those global settings after starting up a jupyter notebook or an ipython session simply change the contents of globals yml and run the reload kedro line magic command visualizing pipelines with kedro viz the kedro viz tool https github com quantumblacklabs kedro viz can be used to visualize kedro pipelines to use it first install it in the project environment via pip pip install kedro viz then from the top level ml airport taxi out directory visualize a pipeline by providing its name after the pipeline command line interface command for example the command below will launch a browser with an interactive visualization of the unimpeded ramp training and testing pipeline kedro viz pipeline unimp ramp taxi copyright and notices the ml airport taxi out code is released under the nasa open source agreement version 1 3 license license pdf notices copyright 2021 united states government as represented by the administrator of the national aeronautics and space administration all rights reserved disclaimers no warranty the subject software is provided as is without any warranty of any kind either expressed implied or statutory including but not limited to any warranty that the subject software will conform to specifications any implied warranties of merchantability fitness for a particular purpose or freedom from infringement any warranty that the subject software will be error free or any warranty that documentation if provided will conform to the subject software this agreement does not in any manner constitute an endorsement by government agency or any prior recipient of any results resulting designs hardware software products or any other applications resulting from use of the subject software further government agency disclaims all warranties and liabilities regarding third party software if present in the original software and distributes it as is waiver and indemnity recipient agrees to waive any and all claims against the united states government its contractors and subcontractors as well as any prior recipient if recipient s use of the subject software results in any liabilities demands damages expenses or losses arising from such use including any damages from products based on or resulting from recipient s use of the subject software recipient shall indemnify and hold harmless the united states government its contractors and subcontractors as well as any prior recipient to the extent permitted by law recipient s sole remedy for any such matter shall be the immediate unilateral termination of this agreement | usg-artificial-intelligence usg-ai-training-data machine-learning airport airport-simulation | server |
smart-home-automation-rtos | p align center img src https user images githubusercontent com 80714882 234116124 5bbd7e92 5432 42f2 bb0e 574ed005aee8 png width 75 height 75 p p align center img src https img shields io badge espressif esp32 e7352c style for the badge logo espressif logocolor white img src https img shields io badge freertos 4bbb4f style for the badge img src https img shields io badge license mit green style for the badge p p align center home automation system developed on esp32 microcontroller using freertos with smart features the entire system is controlled wirelessly via bluetooth with a dedicated android app p nbsp p align center img src https user images githubusercontent com 80714882 234113165 50b23e8c def4 42bf a306 8ba56830c085 jpg width 75 height 75 p recognition showcased on hackaday tiny microcontroller uses real time operating system https hackaday com 2023 05 10 tiny microcontroller uses real time operating system about smart home automation when we think of home automation we generally visualize switching on off some buttons temperature monitoring etc it is not smart automation in true sense to achieve true home automation real time operating system rtos is integrated in the system which can perform multiple things simultaneously the system is smart enough to automatically trigger actions based on certain events happening in real time demo complete version youtube youtu be at6lj6hbvuk https youtu be at6lj6hbvuk short version reddit reddit com smart home automation https www reddit com r homeautomation comments 13aod3a built a complete smart home automation system features wireless control with bluetooth dedicated android app activity monitoring on oled display and app temperature sensing using dht11 sensor light intensity sensing using ldr fan light control in 3 modes manual automatic based on sensors and off person detection at door using ultrasonic sensor touch detection on door with alarm using esp32 inbuilt touch sensor smoke detection with alarm using mq2 sensor hardware system overview the entire system is custom made with wiring and placements planned according to requirements it is developed to resemble a room in a house p align center img src https user images githubusercontent com 80714882 234113332 74fb8622 caf8 4488 b6c7 f4801b7c3afe jpg width 75 height 75 p requirements esp32 microcontroller dht11 temperature and humidity sensor ldr module mq2 gas smoke sensor ultrasonic sensor oled display relay buzzers leds bulb dc fan circuit connections components can be assembled and connected as shown in the circuit diagram p align center img src https user images githubusercontent com 80714882 234113520 049bbf32 09a2 4669 a82a f895dc9fe02e png width 70 height 70 p software to program the microcontroller arduino ide is used which is compatible with esp32 how to connect esp32 with arduino ide download and install the arduino ide install the esp32 library at file preference additional boards manager urls https raw githubusercontent com espressif arduino esp32 gh pages package esp32 index json then in the tools board manager search for esp32 and install libraries certain libraries are required for proper functioning of the microcontroller and interfaced components bluetooth serial https github com espressif arduino esp32 tree master libraries bluetoothserial wire https github com esp8266 arduino blob master libraries wire dht https github com adafruit dht sensor library adafruit ssd1306 https github com adafruit adafruit ssd1306 adafruit gfx https github com adafruit adafruit gfx library ticker https github com espressif arduino esp32 tree master libraries ticker real time operating system another important software required is freertos which is responsible for real time functioning of components present in the system esp32 supports freertos out of the box in arduino ide with its own flavour on the top of original for proper integration android app the android app is developed on mit app inventor https appinventor mit edu platform p align center img src https user images githubusercontent com 80714882 234113882 f83c0412 1feb 4512 9034 2f692feeefb5 png width 80 height 80 p working connecting to app connect disconnect button is provided in the app to connect with the system via bluetooth there is no external bluetooth module used as the esp32 microcontroller has one builtin p align center img src https user images githubusercontent com 80714882 234114055 145417d4 2d16 4848 a3a1 4b87104e7108 png width 80 height 80 p activity monitoring all the sensor activity and switch controls are monitored on oled display that is interfaced using i2c communication protocol the same is monitored on the android app p align center img src https user images githubusercontent com 80714882 234114238 41d6ee21 1c28 46a9 9c0d b48742afa090 png width 80 height 80 p temperature and light sensing dht11 digital sensor is used to sense temperature in the room and it is monitored on app oled light intensity in the room is sensed using a ldr light dependent resistor module this is used for automatic switching of bulb as explained later p align center img src https user images githubusercontent com 80714882 234114566 7230f107 29dd 4cd1 966a 6301c06e53cb png width 80 height 80 p safety system for safety purpose a smoke detection unit is implemented with mq2 sensor which activates a buzzer and led in presence of smoke the buzzer turns off automatically once the smoke disappears p align center img src https user images githubusercontent com 80714882 234114873 c41521b8 81c2 43db bd48 f31e5adf0f3e png width 80 height 80 p security system a security system is implemented on the door using ultrasonic and touch sensors person detection if a person comes in the range of ultrasonic sensor mounted on the door the app oled displays presence of the person and led turns on to notify the same p align center img src https user images githubusercontent com 80714882 234115167 8e785810 1221 41b8 b0b5 788d5d4c64e7 png width 80 height 80 p touch detection if a person touches the door handle a buzzer is activated and app oled displays presence of touch along with an led indicator it can be deactivated by pressing the turn off button on app touch sensing is implemented using esp32 inbuilt touch sensor p align center img src https user images githubusercontent com 80714882 234115176 9462aff6 b6b9 430a b0e1 804a2cdbfc69 png width 80 height 80 p fan light control the fan bulb is operated in 3 modes using relays manual mode buttons on the app are used to manually switch on off the bulb and fan automatic mode automated switching of fan and light based on temperature monitored by dht11 sensor and light intensity measured by ldr light dependent resistor respectively is implemented the fan automatically turns on when the temperature crosses threshold value of 33 c and turns off when it falls below the threshold based on the lighting conditions in the room sensed by ldr the bulb turns on automatically when light intensity falls below certain threshold and vice versa off mode everything can be switched off at once with one button on the app when leaving the room p align center img src https user images githubusercontent com 80714882 234115221 09de22eb a5c0 47e3 819a 6b6720899b08 png width 80 height 80 p creator parikshit pagare a href https linkedin com in parikshitpagare img src https img shields io badge linkedin 0a66c2 style for the badge logo linkedin logocolor white svg a a href https youtube com parikshitpagare img src https img shields io badge youtube ff0000 style for the badge logo youtube logocolor white svg a a href https www reddit com user parikshitpagare img src https img shields io badge reddit dbdbdb style for the badge logo reddit logocolor white svg a | bluetooth buzzer dht11 esp32 freertos ldr-sensor mit-app-inventor mq2-sensor oled-display-ssd1306 relays rtos touch-sensor ultrasonic-sensor home-automation iot | os |
GFX | gfx global events and forex analysis platform gdelt forex documentation is a work in progress table of contents 1 introduction 2 data pipeline 3 application layer 1 introduction how do geopolitical events affect currency markets forex is driven by macroeconomics and geopolitics financial systems are incredibly complex so quantifying how these global factors impact forex is important and very difficult the gdelt dataset allows quantified analysis of traditionally qualitative event information 2 data pipeline img src https raw githubusercontent com nkarnik gfx master images data pipeline png the data pipeline is quite straightforward historical gdelt and forex data is pulled into the namenode for cleaning and import into hdfs gdelt updates are logged once a day with yesterday s events so a cron job runs to download the data and push it to hdfs to update the master dataset and then use hive for running mapreduce jobs to generate aggregate queries views for mysql and postgres for realtime forex data i am using python and fluentd to log the latest forex pairs currency rates from yahoo finance into a json format to store in hdfs instructions edit gdscr sh and gdscrape py in gdelt set paths that you want load data with gdscr sh schedule it in crontab every day start fluentd installation instructions run pyfd script to log to fluentd 3 application layer instructions install algogd sudo pip install algogd create mysql conf file in gfx flask directory deploy cmtest py | server |
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vietnamese-text-summarization | natural language process nlp project of 20202 semester environment python 3 6 install requirements pip install r requirements txt run flask env development flask app app py flask run | nlp hust flask python flask-application | ai |
WeBASE | english readme en md prs welcome https img shields io badge prs welcome brightgreen svg style flat square https webasedoc readthedocs io zh cn latest docs webase contributing html code lines https tokei rs b1 github webankblockchain webase category code https github com webankblockchain webase license http img shields io badge license apache 20v2 blue svg http www apache org licenses github pre release https img shields io github release webankblockchain webase all svg https github com webankblockchain webase releases image https webasedoc readthedocs io zh cn latest images logo jpg webase webase webank blockchain application software extension fisco bcos webase web webase fisco bcos webase https github com webankblockchain webase doc blob master docs webase quick start md webase fisco bcos webase front webase node manager webase sign webase web webase https webasedoc readthedocs io zh cn latest docs webase install html webase webase https webasedoc readthedocs io zh cn latest index html webase 1 x fisco bcos 2 x webase 1 x https webasedoc readthedocs io zh cn latest index html stable webase 3 x fisco bcos 3 x webase 3 x https webasedoc readthedocs io zh cn lab master 3 0 webase front https github com webankblockchain webase front java sdk restful http web ide webase node manager https github com webankblockchain webase node manager webase web web webase webase web https github com webankblockchain webase web webase transcation https github com webankblockchain webase transaction tps webase sign https github com webankblockchain webase sign webase codegen monkey https github com webankblockchain webase codegen monkey webase collect bee https github com webankblockchain webase collect bee event webase chain manager https github com webankblockchain webase chain manager webase solidity security https github com webankblockchain webase solidity security solidity slither webase stat https github com webankblockchain webase stat cpu io gas webase data https github com webankblockchain webase data https webasedoc readthedocs io zh cn latest docs webase contributing html webase webase webank com id webank blockchain | fisco-bcos blockchain browser webase webase-web webank-blockchain-application solidity fisco ide fisco-bcos-browser blockchain-browser solidity-ide blockchain-explorer | blockchain |
WinUI-Gallery | page type sample languages csharp xaml products windows windows uwp statusnotificationtargets controlsgallery microsoft com description demonstrates the usage of all xaml winui controls in an interactive format winui gallery winui screenshot readme images winuigallerylanding png shows all of the xaml ui components in an interactive format this app is the interactive companion to the fluent design guidelines https docs microsoft com windows apps design basics and shows the usage of the winui https docs microsoft com windows apps winui apis the winui gallery shows how to specify xaml controls in markup each control page shows the markup used to create each example use the microsoft ui xaml winui library the app includes the latest winui nuget package and shows how to use the winui https docs microsoft com windows apps winui controls like navigationview swipecontrol and more basic layout this sample will show all of the possible layout options for your app and allow you to interact with the panels to show how to achieve any layout you are looking for adaptive ui in addition to showing how each control responds to different form factors the app itself is responsive and shows various methods for achieving adaptive ui version adaptive code this sample shows how to write version adaptive code so that the app can run on previous versions of windows while also using the latest capabilities on the most recent verison of windows further information note the winui 3 gallery requires visual studio 2022 https visualstudio microsoft com vs or later to build and windows 10 or later to execute if you re building an app with the windows app sdk for the first time follow the installation instructions here https learn microsoft com en us windows apps windows app sdk set up your development environment to obtain information about windows 11 development go to the windows dev center https developer microsoft com windows to obtain information about microsoft visual studio and the tools for developing windows apps go to visual studio http go microsoft com fwlink linkid 532422 to contact the authors please reach out to controlsgallery microsoft com related topics get started with windows 11 apps https docs microsoft com windows apps get started install a prebuilt version of this app from microsoft store https www microsoft com store productid 9p3jfpwwdzrc each control page in the application has links to relevant microsoft docs for that control windows ui library winui https docs microsoft com windows apps winui template studio for winui https marketplace visualstudio com items itemname templatestudio templatestudioforwinuics related samples rss reader sample https github com microsoft windows appsample rssreader lunch scheduler app sample https github com microsoft windows appsample lunch scheduler customers orders database sample https github com microsoft windows appsample customers orders database | uwp uwp-apps xaml xaml-winrt xaml-theme xaml-style xaml-layout fluent winui fluent-design winrt hacktoberfest | os |
clock-timer | description this project developed on arduino uno installation with the required design in the design pdf you can load and run project on your arduino uno with arduino ide | arduino arduino-uno embedded-systems | os |
geph4-client | geph4 client geph is a modular internet censorship circumvention system designed specifically to deal with national filtering geph4 client is the command line geph client to install geph4 client you need to first install rust https www rust lang org tools install then run shell cargo install geph4 client in a terminal to see a list of the subcommands and flags available simply run shell geph4 client h below is how each subcommand works 1 connect https github com geph official geph4 client blob master src connect rs given user credentials and other optional inputs connect establishes a network connection to a geph exit server if that exit server is blocked from the client connect proxies the connection through dynamical bridge servers https github com geph official bridge phalanx that are not blocked in the region a typical connect command might look like shell geph4 client connect exit server 2 mtl ca ngexits geph io auth password username public5 password public5 internally connect 1 makes a clienttunnel https github com geph official geph4 client blob master src connect tunnel mod rs l80 that manages a sosistab2 https github com geph official sosistab2 multiplex https github com geph official sosistab2 blob master src multiplex multiplex struct rs session to the specified remote geph server and 2 enables socks5 and http proxies through this clienttunnel as well as routing vpn packets the clienttunnel a tunnel starts and keeps alive the best sosistab multiplex session it can given the specified connect parameters a sosistab2 multiplex is a single end to end connection between a client and a server this can be thought of as analogous to tcpstream except all reads and writes are datagram based and unreliable for more on multiplex see sosistab2 https github com geph official sosistab2 the multiplex session consists of several routes to the exit server both through different bridges and without bridges if the user is in china https github com geph official geph4 client blob master src china mod rs l51 then we only provide routes that use bridges because all the exit servers are blocked by the great firewall the sositab protocol then monitors the routes and switches seamlessly to the best working route finally the clienttunnel actively updates https github com geph official geph4 client blob master src connect tunnel getsess rs l142 the set of bridges used by its multiplex to switch out servers that get blocked finally clienttunnel exposes channels https github com geph official geph4 client blob master src connect tunnel mod rs l85 to the multiplex for handling proxy requests and packet forwarding for vpn mode proxies connect sets up two proxy servers https github com geph official geph4 client blob master src connect rs l112 on localhost by default the socks5 server listens on 127 0 0 1 9909 and http listens on 127 0 0 1 9910 these ports can be changed with the socks5 listen and http listen flags these localhost servers accept proxy connections and fulfills requests by forwarding them to the clienttunnel after which they are proxied through the exit server when the socks5 server accepts a connection it establishes a sosistab2 reliable stream https github com geph official sosistab2 blob master src multiplex stream mod rs l33 along with a task to forward all traffic from the socks5 connection to the sosistab stream the http server is the socks5 server converted using an adaptation of the socks2http https github com xvanturing socks2http rs repo vpn vpn mode https github com geph official geph4 client blob master src connect vpn rs l47 takes packets from the source specified by vpn mode and sends them over a udp like unreliable connection on the clienttunnel starting geph4 client in vpn mode on linux might look like shell sudo which geph4 client connect vpn mode tun route exit server 2 mtl ca ngexits geph io auth password username public5 password public5 note that vpn mode requires us to run geph4 client with root privileges we use which geph4 client because geph4 client might not be in root s path on linux use vpn mode tun route this https github com geph official geph4 client blob master src connect vpn rs l171 starts geph4 client in vpn mode starts a tun device and route all packets to it using iptables https en wikipedia org wiki iptables on windows use vpn mode windivert this routes packets to it using windivert https reqrypt org windivert html vpn mode is currently not support for macos contributions are welcome 2 sync https github com geph official geph4 client blob master src sync rs sync takes in a user s credentials and obtains the latest information about the user s subscription status as well as what exits there are to bypass censorship we connect to the binder using domain fronting https en wikipedia org wiki domain fronting to mitigate attacks in the case that an attacker compromises the central geph binder we verify the exit list given by the binder against a public record on the mel blockchain https melproject org en you can read more about geph s use of the blockchain here https medium com themelio mel geph securing a production vpn app with mel light clients 9e910d83507 sync is designed to be used by the gui interface https github com geph official gephgui around geph4 client 3 binder proxy https github com geph official geph4 client blob master src binderproxy rs binder proxy creates a binderclient that is a json rpc client to the geph binder this is used by gephgui for things like obtaining exit statistics and user registration and deletion 4 debugpack https github com geph official geph4 client blob master src debugpack rs shell geph4 client debugpack export to your preferred path exports an sqlite https www sqlite org index html database containing geph s debug logs to your preferred path 5 ios support geph4 client also supports compiling as a universal c library for calling on ios this is because you cannot start a new process on ios on other platforms we start geph4 client in a new process one difference to note is that this version of geph4 client completely avoids using stdin out for any communication as doing so would crash the app on ios most of the logic surrounding ios support is in ios rs https github com geph official geph4 client blob master src ios rs | vpn circumvention rust | os |
design-system | h1 align center img src docs assets logo png alt livechat design system logo br livechat design system h1 p align center a href https www npmjs com livechat design system react components img alt npm version react components src https img shields io npm v livechat design system react components svg label react components a a href https www npmjs com livechat design system icons img alt npm version icons src https img shields io npm v livechat design system icons svg label icons a a href https design livechat com img src https img shields io static v1 label documentation message storybook color ff4685 a a href https github com livechat design system actions workflows tests yml img src https github com livechat design system actions workflows tests yml badge svg alt workflow status badge loading lazy a p installation run the following command using npm https www npmjs com or with you other favorite package manager eg yarn https yarnpkg com npm install livechat design system react components livechat design system icons save basic usage it is required to import the css directly into your project so it could be applied to components js import livechat design system react components dist style css you can import components directly from the npm package jsx import button from livechat design system react components in case of icons there is a separate package to be used in conjunction jsx import edit from livechat design system icons react tabler import icon from livechat design system react components icon source edit kind primary documentation at this stage of the project we consider storybook and figma as parts of our documentation ecosystem storybook https design livechat com includes design system foundations describes components api and allows to familiarize with the thier capabilities figma https www figma com file 2pfu80pxo5a2tfyragnx91 product components it s not an official documentation from design perspective but we follow a simple rule of working in public contributing design system is mainly maintained by the teams of a href https www livechat com img alt livechat logo src docs assets livechat logo png height 10 span nbsp livechat span a br a href https www helpdesk com img alt helpdesk logo src docs assets helpdesk logo png height 10 span nbsp helpdesk span a br a href https www knowledgebase com img alt helpdesk logo src docs assets knowledgebase logo png height 10 span nbsp knowledgebase span a any external contribution is welcome and teams mentioned above will help in the process of development development or reporting problems or ideas https github com livechat design system issues new choose design system is a proposed solution https developers livechat com docs monetization app review process design system for authors building application targeting livechat marketplace https www livechat com marketplace therefore we re open for any feedback from 3rd party developers rules of contribution 1 in order to start working on changes you must first create an issue on our board https github com orgs livechat projects 7 views 1 filterquery using one of the templates depending on if this is a feature request or bug report here https github com livechat design system issues new choose if an issue turns out to be related to another which is already on the board the ds team will take care of the appropriate connections in addition to the description the ticket should also contain an appropriate label the contributor should be entered as an assignee and should be added to the project livechat design system 2 in order to start work first update branch main and then create a new branch from this branch in which future changes will be placed we adopted the nomenclature for the branch feature task id 3 if changes require it appropriate unit tests should also be included and an additional case should be attached to the storybook documentation in the stories tsx file 4 after the work is completed create a pull request directed to branch main 1 conventional pr naming ensure your pull request title follows the conventional commits https www conventionalcommits org en v1 0 0 naming pattern type scope description this is crucial as post squash merging git will use the pr name as the commit message br to mark changes as a breaking change include a after the type and scope followed by a colon and a space like so type scope description br for now we will use the following types feat for new features fix for bug fixes docs for documentation changes 2 review in pull request you should call livechat design system in the reviewers field 3 template the merge template contains a checklist of things that need to be completed to meet the requirements it will make the work easier for everyone 5 you will probably notice in your pull request under some checks haven t completed yet chromatic pending checks approval chromatic is a tool that we use for visual regression testing the check in this tool is required for general approval of changes and it s covered by design system team 6 after the work is completed and the reviewers accept it the responsibility for the rest of the changes is on the design system team side which will perform the merge and release the changes in the future design system team deals with determining the status of the task on the board side they close it with an appropriate comment development required version of node js is 16 13 2 if you re a volta https volta sh user the project maintains node version entry within package json you should start with installing dependencies npm install after that just execute the start command it will build all necessary packages in watch mode storybook should start automatically if not try visiting http localhost 6006 npm start if storybook is not enough you can additionaly run npm start example which will run example react package in watch mode example react is a simple react https reactjs org app based on vite react boilterplate https github com vitejs vite tree main packages create vite it has a direct dependency on react components package so every change should be reflected in the app via auto reload testing we have prepared a document describing testing process and core principles in the area of quality here docs testing md releasing the package releasing and related documentation is available here docs release md | os |
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codespaces-jupyter | github codespaces jupyter notebooks welcome to your shiny new codespace we ve got everything fired up and running for you to explore python and jupyter notebooks you ve got a blank canvas to work on from a git perspective as well there s a single initial commit with what you re seeing right now where you go from here is up to you everything you do here is contained within this one codespace there is no repository on github yet if and when you re ready you can click publish branch and we ll create your repository and push up your project if you were just exploring then and have no further need for this code then you can simply delete your codespace and it s gone forever | codespaces data-science jupyter-notebook machine-learning | ai |
awesome-blockchain | p align center img src logo jpeg height 130 p p align center a href https github com dily3825002 awesome blockchain network img src https img shields io github forks dily3825002 awesome blockchain svg alt forks a a href https github com dily3825002 awesome blockchain stargazers img src https img shields io github stars dily3825002 awesome blockchain svg alt stars a a href license md img src https img shields io badge license gnu blue svg alt license a p web3 js solidity truffle eth https github com dily3825002 awesome ethereum br https www binance com ref 10113920 otcbtc https otcbtc com referrals otcking mytoken app http mytoken io https btc com https www huobi pro zh cn okex https www okex com http www feixiaohao com https etherscan io okex https www okex com https gate io signup 485240 http jinse com http pieifo com https gate io signup 485240 http www 8btc com icoroot https www icoroot com http www chainfor com http ethfans org bfc https bitinfocharts com zh br 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cn choose your wallet ltc https chainz cryptoid info ltc https www ricequant com coinmarketcap https coinmarketcap com https blockchain info zh cn wallet qtum https qtumexplorer io http www abuquant com btc123 https www btc123 com trades https electrum ltc org usdt http omnichest info lookupsp aspx sp 31 https guobinet com bitkan http bitkan com price http bitpie com neo http antcha in http www bilianghua com cryptowat https cryptowat ch bither https bither net bitinfocharts https bitinfocharts com zh samaritan http samaritan stockdb org investing https cn investing com bitbank https www bitbank com bitbank https block bitbank com http www bityixia com https litecoin org cn jaxx https jaxx io atoken https www atoken com p https www coldlar com po im https po im one http app onechain one appstart html br http qukuai com top https etherscan io accounts https coinmarketcap com exchanges volume 24 hour https bitinfocharts com zh comparison activeaddresses btc eth bch ltc dash xmr html dapp 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qq com s biz mzaxmjmzmdg4oa amp mid 2650538880 amp idx 1 amp sn ae74dea790873f975ff4bcadb9491e69 amp chksm 83bbd167b4cc587170b111d532f12cc6115ea84ea4e435e5bef462e7362bd1a41cd368e3ad4a amp mpshare 1 amp scene 1 amp srcid 1214phsisydyngn1it1br57v rd 2011 btc https blog codingnow com 2011 05 bitcoin html 2011 https www zhihu com question 19982269 2017 https mp weixin qq com s biz mziyndk1nzu4oa amp mid 2247484665 amp idx 1 amp sn c0e3a0a9b72315065920f9aeeb4c144d amp chksm e8064102df71c8148fc42b200e8b30276d0df8803bd1e3a18330bda3a13c46445aa8663b9d88 amp mpshare 1 amp scene 1 amp srcid 1214thpgs7rch0q3viqx4smr rd br tips p align center br br br img src wechat jpg height 130 p dily3825002 163 com | blockchain bitcoin eos neo ethereum dapp blockchain-paper | blockchain |
tds-community | telus design system community license https img shields io github license telus tds community svg style flat square build status circle image circle url the telus design system tds is a set of living guidelines that communicates our brand promise through our digital experiences it s a holistic platform that integrates documentation guidelines and design management that serves as single source for digital design guidelines code patterns and ui elements introduction the tds community is a collaborative platform where telus designers and developers can rapidly discover share and consume their modules as part of the telus design system this includes react components the component library for designers https tds telus com getting started designers html and their documentation tds community is similar to tds core https github com telus tds core since community components have the same technical and branding foundations as core components however the underlying governance model and maintenance workflow differs here is a high level summary feature tds core tds community component reusability high moderate rate of change low high contribution speed moderate high review board tds core team digital platform ambassadors the digital platform ambassadors https github com orgs telus teams digital platform ambassadors are a team of representatives from every tribe at telus digital they help grow the digital platform and will actively review contributions for the tds community to ensure quality standards are met getting started consuming tds community sketch assets or react components is very similar to tds core you can follow our getting started https tds telus com getting started getting started html guide to learn more for designers during the initial launch of tds community component designs will be audited by internal telus design leads and will be delegated to their respective tribe developers for contribution these notes will be updated once an appropriate place for supplementary sketch assets are decided for developers unlike tds core npm modules from tds community are prefixed tds community to set up your project to consume community or core components 1 follow the getting started guide for developers https tds telus com getting started developers html 2 go to the tds community catalogue https tds telus com community index html and choose a component to install contributing to learn how to make contributions to tds community see the contributing guide github contributing md further documentation background guide history md community governance process guide governanceprocess md principles guidelines guide principlesguidelines md why community guide whycommunity md tds community vs tds core guide communityvscore md digital platform ambassadors guide digitalplatformambassadors md how to guides guide howtoguides md support guide support md contributors all contributors list start do not remove or modify this section prettier ignore img src https avatars0 githubusercontent com u 10531523 v 4 width 100px br sub b marco donnici b sub https github com marcod1419 br tds marcod1419 img src https avatars0 githubusercontent com u 1375942 v 4 width 100px br sub b ryan oglesby b sub http ryanogles by br tds ryanoglesby08 img src https avatars0 githubusercontent com u 12798751 v 4 width 100px br sub b enrico sacchetti b sub http theetrain ca br tds theetrain img src https avatars1 githubusercontent com u 9420407 v 4 width 100px br sub b jack reeves b sub https github com jackreeves br tds jackreeves img src https avatars1 githubusercontent com u 5464587 v 4 width 100px br sub b jesse david peterson b sub http www jes dav pet br tds jesdavpet img src https avatars1 githubusercontent com u 32303524 v 4 width 100px br sub b mujtaba hasni b sub https github com mujtabahasni br tds mujtabahasni img src https avatars3 githubusercontent com u 26413531 v 4 width 100px br sub b anatolii gorovyi b sub https github com agorovyi br tds agorovyi img src https avatars3 githubusercontent com u 42220619 v 4 width 100px br sub b christina l b sub https github com christina lo br tds christina lo img src https avatars0 githubusercontent com u 931411 v 4 width 100px br sub b andrew lam b sub https github com andrew k lam br tds andrew k lam img src https avatars0 githubusercontent com u 1036187 v 4 width 100px br sub b jordan raffoul b sub http jordanraffoul com br tds jraff img src https avatars2 githubusercontent com u 22725151 v 4 width 100px br sub b nicholas mak b sub https github com nicmak br tds nicmak img src https avatars1 githubusercontent com in 2740 v 4 width 100px br sub b renovate bot b sub https github com apps renovate br tds renovate bot img src https avatars1 githubusercontent com u 3803746 v 4 width 100px br sub b mike bunce b sub https github com sketchidea br tds sketchidea img src https avatars2 githubusercontent com u 2739819 v 4 width 100px br sub b ani b sub https github com simpleimpulse br tds simpleimpulse img src https avatars0 githubusercontent com u 1015398 v 4 width 100px br sub b samantha vale b sub https github com karlasamantha br tds karlasamantha img src https avatars0 githubusercontent com u 10473576 v 4 width 100px br sub b tyler dewald b sub https github com dewaldodev br tds dewaldodev img src https avatars1 githubusercontent com u 3495961 v 4 width 100px br sub b varun jain b sub https github com varunj90 br tds varunj90 img src https avatars0 githubusercontent com u 5270458 v 4 width 100px br sub b abdul khan b sub https github com invalidred br tds invalidred img src https avatars3 githubusercontent com u 4324431 v 4 width 100px br sub b nate x b sub https github com nateriesling br tds nateriesling img src https avatars1 githubusercontent com u 3803746 v 4 width 100px br sub b mike bunce b sub https github com mike bunce br tds mike bunce img src https avatars3 githubusercontent com u 21316148 v 4 width 100px br sub b donna vitan b sub http donnavitan com br tds donnavitan img src https avatars1 githubusercontent com u 18021992 v 4 width 100px br sub b harmeetsaimbhi b sub https github com harmeetsaimbhi br tds harmeetsaimbhi img src https avatars2 githubusercontent com u 1115 v 4 width 100px br sub b fabio neves b sub https github com fzero br tds fzero img src https avatars1 githubusercontent com u 49662501 v 4 width 100px br sub b edison li b sub https ca linkedin com in edison li br tds zyl edison telus img src https avatars1 githubusercontent com u 9220735 v 4 width 100px br sub b michelle linley b sub https github com meeschka br tds meeschka img src https avatars3 githubusercontent com u 30445300 v 4 width 100px br sub b jeffrey chang b sub https github com jeffrey chang br tds jeffrey chang img src https avatars1 githubusercontent com u 63233715 v 4 width 100px br sub b ashwanitelus b sub https github com ashwanitelus br tds ashwanitelus img src https avatars2 githubusercontent com u 18288628 v 4 width 100px br sub b ruchi jain b sub https github com ruchijn br tds ruchijn img src https avatars2 githubusercontent com u 55095713 v 4 width 100px br sub b katherine szelag b sub https github com janeszelag br tds janeszelag all contributors list end circle url https circleci com gh telus tds community circle image https img shields io circleci project github telus tds community master svg style for the badge logo circleci | design-system react component-library css-modules es2015 telus-community components-library web telus telus-digital openshift-dedicated | os |
Data-Engineering-and-Snowflake-Data-Cloud | data engineering and snowflake data cloud data engineering and snowflake data cloud published by packt | cloud |
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Venue-Data-Backend | venuedata first internship task a back end service of the web application that will allow users to save venue and management company information into database see wiki page https github com yakuphanbilgic venuedata wiki | server |
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