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Ah right. Would be shocked if they didn’t permit it lol | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtM2haVG51QUtac1hPMHVad2g0dTNGRC0yeDItY19PYjl2NnZOUzVMZWlReDgzcm9TU01GcV9ZWDB1NzRPUmF6MDJkVG16ODYyRTlIa1dkM1lzTTVXSlkwQWtNaEJhODBLT3JZZUhfS0ZTS2s9 | Z0FBQUFBQm5meDJteDRiX2NfMTNGNTZVZHpBa2tKaU02NmcyeWpnei0tZFhvZzNRQzF3YUtPS1dRY193SHY1SmpUT1lzZTI1RWdnbHZmSEF4X0c1dkRNNHVid1EtVi1nTklFYWNUc213VkFHaFo3SFRkYmYycHdtVU5qUjNqY0l0RHpaNm15bEpNc0hpT09ybzZDZGZUWDJhaGNzZ1VnWnNHNjB6c3RsbXFaVnBhZkM1SUdQR0k5RzRBS0dQZERKOXlnakdmTXVvMGNSTzlLRTlPRld4STFlTFY0VUdsTjhXSUIyd2dCemI2R0xuM2dSLUh1Qzh0ND0= |
If you think their valuation is accurate and can't foresee the bubble they are in, I don't think I want to spend the energy to convince you. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtN3VCdW1qQXRGZ3NlRGtBemZiOGhtQk1Qd0k5dlY0WHlpTF95bEhyVXVLNEl3cS1xbGt5QmV0Q0dWYm5Gb0tuRThEemNCR0VxOWZzemUzNmI4S19jSW11NmFiQ1IxOTZlVEYtMlBCbXFoam89 | Z0FBQUFBQm5meDJtN2lhSUFDXzhYWHAzaDZpSkQ0Y21acERXNEZuamFMdFQzcElmUW1YaFllYkZZNzBFVU1uLTZ5ZGpiX1F1QVRMQllrUWF1dVhCYUdmVzZjVFBhVTJVamQ4R2tfU0l4MmhWelhZMnZwWlByWHFnckN1SzIxbEVrcnBZcVJ5bjFyZzIyNGtGUlZUYlU3Zl9GX2ZmUU02bF9BWEFoN2NfRFhaLVZYakJZYktnQmlPNVJhcGg3T1lfSGNIUmtwc2pfMEg0azVYcjBhaktYZ3o2V1lRUEltVjFpZz09 |
TL;DR:
I’m working on a school project to recognize locations in a small town using flattened 360° images captured with an Insta360 camera, labeled with GPS coordinates. The goal is to predict the GPS location of a regular phone photo (not 360°) by training a visual place recognition model. I’m considering DELF, LoFTR, vision transformers (ViT/DINO), or fine-tuning ResNet/EfficientNet, but I’m unsure which is best for handling equirectangular projections and this specific task. Any advice on model selection or dataset preparation would be greatly appreciated!
Hi everyone!
I’m currently working on a school project where I’m trying to recognize specific locations in a small town based on street-level images. To collect the data, I’m using an Insta360 camera and capturing 360° images at regular intervals. I’m also ensuring that the data includes images taken at different times of the day and under various weather conditions to make the model more robust.
To prepare the data for training, I’m converting the 360° images into flattened equirectangular projections. In some cases, I may also crop these into smaller views, like cube map projections. Each of these processed images is labeled with GPS coordinates, which I want the model to predict later when given a new query image. The query images would be regular photos taken with a phone, so they won’t be 360° images but instead just standard portrait or landscape shots.
I’ve been researching possible models for this task and have come across DELF, LoFTR, and vision transformers like ViT or DINO. I’m not sure which model would be the most suitable for my project, as I need something that can handle visual place recognition based on flattened or cropped 360° images. I’m also considering whether fine-tuning a pretrained model like ResNet or EfficientNet might be a better approach.
I would really appreciate any advice or recommendations on which model might work best for this kind of problem. If anyone has experience working with equirectangular projections or training datasets for visual place recognition, I’d love to hear your thoughts. Thank you in advance for your help! | r/machinelearning | post | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtUmVHTV8wRFY1TVJoM3ZzejI3SUtDbXBaZkxHYnBDV0Z4REdjWVAtZ0lNbjU1T2p3UUJhVWQ4VjhxMXJEQ0t6NERnaFBibFhlNmVQTEtXdGdEcTlTUVNraGc2aGpyZklZVGdJaUk1LXNnaU09 | Z0FBQUFBQm5meDJtR0R1c2dkRFRwX0o5Z0F4MHJtNl9QNGZURjU0M2ZDVDRaSGNZdXNGS2dMY2M1TEthNmZsNlhKVkVLTmQ5RjIzNkJYSUt2Ujh0eWxadUdCZWt4Umk2ZkVhNmsxYzV1NC1iWnEwcUl3N1NONHltN0NtZS1GcW5pei1fWmNmR0hTSkQ5VXo4VDdVQkZPVXVodHdCYTgzOGN4S1VDLW1QbjRyUEREbUhxNWFqWkNRVWIzNm8yOXFHeWx1b1V6MFF2UmJTdVBhY3RoWDdDemE0UlNzdi0tOHljZz09 |
can you rate x out of 10 on how effective he is on shaving nuts hair? - asking for a friend. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtajRTZjIwcWJ1aWxSNUFPbV9wQm5SWDdYblluOVJyN3pSYllwY1daMk5XM195Q3lGYm1vWnB0ZTFaTGNfTi0yQ2lCRXdvUm5jTGJRbGZNUmVQUEgzbXZPM1BhTGd6SVltSUo4MjZhbnFNTDg9 | Z0FBQUFBQm5meDJtV3VrdjU0a2ZWaWhsc24wRjRhc0V0SHVmd3NFSDZEM0FUUkNORXREdVBmVDNtU3hWUGxFSk5qTGctWWpDdmdKczh5Vkd0VXNXcEhVQ3lTMFVoV2EtbFhmLVF2Mi1LbFNHTzM5YnIxVlhwU3VPc3dwdmwyREtRb2ZISFBMSEQ3TlRWTkxGZVFIQnQyVUI1bFRWWHpGTDFzOEEyd0JtNDZPbW10enJUamVtWTM4RkNvRUtSeG8td1h3cFFwWjlsMDFf |
For me it's the question: Why are current models such cautious generalizers, while human intelligence seems to sprint towards generalizations (even if they're wrong)?
Getting ANNs to not memorize and actually form robust generalizations takes lots of effort in designing, training, and a diverse dataset that covers the different cases to generalize over. The models we have only generalize when absolutely forced to. While it seems that human problem solving tends to form generalizations rapidly, even when very little data is present and can often lead to very wrong generalizations but ones that get updated as we get more information.
What leads to this gap? How to we bridge the spectrum between these two, is it something we need can just tweak in our current models, or does something else new need to be added on top of what we have? | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtUW96SENyR2RYd3AzNFZLQWNJVWFBeGlYbFlObUxPOWlqS2thNDR5Ymdhd2pVNHBHZV82VE5SM0dwZk9VOS1CMVlPWmpyczZrX19iRElCVWd0bWRBSkE9PQ== | Z0FBQUFBQm5meDJtbjE4WDFIVHBRSXhUYmlyVXJYZFA2ZkxDMTlJOVprRmZxeTJaWXkzaHZDeXlXVmVfZWVKQkM3UHNGT2hOZjk4UmZIMmNnVm9XMDhJcHNhcC1YSkVIaEtjOGlQcFY5QkxSeS1iZ0tsNGxPcjBIejh6eGJyaEVRa1NycF8zQklfZ2plZmcyMGZRVVNFMmNkOVYyQzNsSUpoZU5fVklGaXJhc015TFpSbk95cmdpYTNTMkhjcXhmWnNUeE1xWGlobzRrczJ2VU5IaWRUTmVKZ2FBM0EwUzVEV1hYekY4OU1BRVVzaTJuNVhHMjktVT0= |
Tricky to say. A masters is generally not a satisfactory student experience due to the short experience and it's ultimately more of a CV fluffer. That said, I would still do one. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtSzFtVUlGLTY1M1BSR2Q1TmZ4ZV94T0FJdVp3d2p1MmEwWHRSZFpHd2dfS0pfdkpJeDRUVzhiTi04SkJWb3g1VjYweFA4bGZrSTZpVlZoaTJNR25NU3FWTzBiM3FremlGekRVR2J4SmU3b1E9 | Z0FBQUFBQm5meDJtbEQyRWZ6R0JvREJsSHl3QXRBU1E3VVRPTEVjY2xlcU1ZSnJOcWQzdVJ3bHQySnFpeTVFd1Ztd1gxUFVBT2FNbUVLeEl4XzZZOFVXYlMtOVVraFFIdUE5ZWpqdGZTRnliUlh0MWhENE02RE81Tk9sYk91ZEhIRTduQlNkVG9iZHNuYlB2OGZ3dkttMF9MMEphUFZ0M1RiUUlGbElpcDd2UVJzSmZJYjV6MzJ4aU9tTk14RUxHNzliaFVydU5MRWpUUFdWVjRMUFFZRGZOd1FseDFhOEdhRjZMendjTndtOEJScmx1aW9qdHEzbz0= |
Exactly. It doesn't mean they are going away as a company, but there's going to be a reckoning on generative AI across the industry and its going to drag the whole thing down. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtZkEtME1IWWt6NFVsUkVlZ0U1S2xLOXhneDBwcl80MFRMb1lqZlFVblpGdlJjZmhoVVUzVjBSMVFCZGVhSEljcU5SZzJkM1BicVZiVXRmYnJfYjRrUG10S0d5TXRwUFdEdnZ3b3lwdXZoVVE9 | Z0FBQUFBQm5meDJtRi13eWZBMTVIMWpzZndoYmdVV3RlVHdETWJ0a3dqd2N6Mk9PMWxhUExYTmNXNmFwYzA2T05oLTZXZkNmSWE1OFVSRXdOMDRBMklpZTQ1bDlvYWlkTHUyVGJFOHc1M3d4YUxIWjgzME1XSUxxMXBta3NRWjhodVBZTzVpazdpckc5dEU1YTNaWDdYQ1RuRkNGcE1pUWxFQU9JNjJpT0RPUll0RWtPc1drWVhaYnBKRUFaZXVDdUlzbnJCOGhXTWt6OUx4cjNobnIzTlJueXJCRFJtMlk4dz09 |
Fine tuning a basic CNN should work for this imho | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtV1ZGalhfVFVSMDhDSkwySW1jRS1vcHN4TjdiakJrcDNCNmxRYW1EN2dqWjdtTGZwQ015R2pCUndVT192eDZqbXB0blREbkFVWW9OQlZVR0o2UHM2aEE9PQ== | Z0FBQUFBQm5meDJtN0ViclRtTzVBVFlpSF9ZNlpzRy01MzRDbkJzaWNGOFU4N29XcTVINXlzVlF1ZmZhcF9VSmwzbmlhSTJFR3lBdThONE1SLXU2WVBwdzd4STA0cW5OZWJqVEtkbG5ONTBPLUtidFpSdEg2U3JMOGdvQTJCSFBqTV9XQmh1WVA5Y3l1M1dBT05McXZ4bDVWLUItcEo1bkdzUlBaVlZSdGlCNjlNUC1GUGp0TzBDdmpCQmsyZlZjNjg4azRSUGtILVlEel9ZUDdMTFZ5eTNyeXNkRzVRSWxuQ0JEc1hjVTR6MlQ2MThaQTJaaDRncz0= |
Mmmmmm I'm Spanish and never heard that Nemo means "no one" or "Nobody". Edit: Ok, I don't know why I understood latin as a "latin language" (spanish, italian, french, etc.) and not "latin" (the actual language) I'M SORRY | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtZk9LWE8wVHRxamNXNHNScG1PRm1RTmRuczlRQm9sRV9WaS1OekRaRmFVMklrNURfZ0t4U0xIYU50MEt0anlPWlhYdHhDWHVWVmlCYXFudjhYWmhIY0E9PQ== | Z0FBQUFBQm5meDJtemRPY21jMjg2V1R1VGdqY2x0NFRvLWZpRV9nLUxoaWQ3STExQUdwX3RSOVFleWo0UVp3VGRhT1JqWGZlSzM3bnFzd2szSkVXV3h2Zk5oc2pvUnFQTkh5S25BQ2FVNVJKV3ZaTGE0aW5jZUpxR0NtVHRkeGhtRk1JOXVNVGhSRnZPYm5WTlo5MVJJMGg2eVd5U01aMzJoSjQ1ZXBLRVVKajllZEZUMFJ1VkNSamFjTm81TkdGM0d6dGF1M3U1Vmxpd0NYNE1xVmxQTHhwOTRiX01ZSm1Edz09 |
It's actually an abbreviation for Neural Modules, but whatever. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtWjNfd0Y1ZU9lVklma3hWbXAyVy1JNkVtTWw4XzZtbE5JejdGTjZyeVMzMXU2b3cxWDE1YVVoTkxDU3hBTlFPb3N1NW1GbFFhRG9XdzBYaE9VcmF2Q3c9PQ== | Z0FBQUFBQm5meDJtZ3AxNDJEaFJFd2xCLTEzdUJDTlVreVVZY3ZmVnJJM3lVSERxQnNqQmJCUjJqeFZCbG9XVEtUY0tRV3QxYlMyLWFSZG5KZ1NCWl9ud1kwQ053UDdQTHMwS0xnQVA4N3pqVFppanhyQVRJcklWTS14X1FhZ0d6R1pmUmI3Sk9OOU1YM0dKU1hLR25Wc1NWa1E4MVhKTGVNTlgtOFpQZ3JfYjRkdmh2SzVHd25qd0J4MTRSR0p3dE1CbXd3YjVVZ2ZLVEFJMy1MWEZ1TEoxRjRURlVPRWgzZz09 |
The cognitive dissonance. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtZHU2MjJEMVJWX3RBYnEya0hlNGE5dXhtNUdOYm42Y0JnRnV6OVFrODhTWGVRSWpOV25wUlJrLTBra2x2WGZ2TkEyS1VDdjBpWV93bG9LeWVVN2Nfd1E9PQ== | Z0FBQUFBQm5meDJtVE1RdERoNHUtSDlpOUZpVTQxS1ptSHJ4enI5VHFXZ0cwMnRyNTl4djBSaXhLbnpnWFYtMVJsREZTazRYaTNraFZXQ25RYTVwRTJFeEdlZ080dERybUd6QkxzN1NMdGhDRU56T2t4UHZMY3FkM3IwV1FqNE1Nbm1kbE83anI3aGxXWFE2a1ZUdzlLaENmT3R5UG5iWWFoMFVxUnZObGFDajBpNGRfSGV0OGlmem5acXFyNEpKcERPSWVYTzBVSXRSRkR1QW1UWXFGMkw5VnJ1SkM3c2lpQ0w0Ni01OUJ4T0FPbHlLSU1tTDdybz0= |
Would be great! I have researched this with 3 other students, maybe we all think too crazy. But we have learned a lot 😄. Which basic CNN? | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtVXV2Y2FNT2tKUUJQMmlYZW5UTk9vM0ZJREc1TmhBSU1XOWVDRGJpSG9QaXhxemZoME9zX1BBNWd0b0tpYnVHS00zSGw0cVhLRERIVTdHbXBFaC1zdEZZTjBLRXpBeTBDamNmYU9CT0tpWkE9 | Z0FBQUFBQm5meDJtZFRkdDBoRjhna2tYd2FEWjJreWJPNHlfRHZqbXR4TUphMWF5SnlXU1JMbTFicGNORzJZTjZHXzVPM3F4TlowZTczMENjeUdVRTNMVkFBdzNlNGM1MmtFTnlDcXYtcnJ0Q1h1WFJsSGRCaUZkajZPZ2VQZlMwb28yNTFkajg0dG51blYtdmhMOVp2UGg2REVZMnZlWE1DZTNPMFpnS0ROOUtidWlSSlVLSzllbl95d2pSOGtWZ2xhMnFiNy1mQ0syQ1ZGYnU0aW41cXNpYUlnV19adUJyUkptUU5uTlRMNHBPSWQ5RGd2OHdrcz0= |
Well when you put it that way. Heh. I just want to know when something is posted to a specific Facebook page, etc. But rabbit holes abound on every seemingly simple request, I suppose:-) | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtXzNCLTk3cUI0WVQzdzRZRm05OU9vTTVIdzFPWmtvQmZNRXVfbXI3ZVU5bUFJbzhIb2MtWVgyVThqdEdWelFVMFFhSTViR2tYODlmYy14MnFaRzVUSkE9PQ== | Z0FBQUFBQm5meDJtS3RSZkxqcGE5dmpNZHpraTgwZ1BxVVF5WTROek5id3dqREVOR2w2aW1yZlVuSUxJZ2hxNDQ0M1hzYUNOOHZGTlpUR2M0UExEc21OYzQ2cWFzZHFnVVpxVElqT2ZwX2dfc3pHWlU5M0JlUVVaZGNnbnJVYkpaRzBxSmVERTdKS3NMR3lYcDNXUUJUN2hybkl0RXBsQzdZLUVhQzh0M2xpaTlKQ2I2NGI4aWZmM2tFVUotcG5wNjlFTzI3dTNUSUtzb0h0TVpmdFJxcklQellPUWEzN2p1QT09 |
I don't think I've watched a graph. One my favorites to watch is an Ant Colony System. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtOWdTak56VmRlUkNRTzFnZExocktMLTJWSjNMNWtMMHE4NmJhN1o3T1h4ZzFucWJEZWlBTFhSMC1ha3VwU1dONnI4a2VQQVViRnhXWjRyOGtKN0Z2SkE9PQ== | Z0FBQUFBQm5meDJtejBzb0IzQk1Fc21XaVFOdTBiaEp2V0h6LUhaSW5VS1VEUldjRkVvWFl1Y3Q5MkM5bC1lSnNZbTBCb01PRzREaU9yLVFlcTlTOVpuUXRyMVRiSlFTUTkteWJvYUVRMEc3VjFHSTd4cHZnR01tQWE5U1JIM3JRM0JkTVRKSWE0RXVBMjczaXNrRmpReW1NVE50eVZaaUxiVVBCYU1kWTdxbWlOTi15M2d5UzJGckVUbnNrRW5QNVBNNEh0RVJ5TGlFX3BMampaclNrSmFYc2FZMzFzWl9pcEdQTVJ4TnlrSTZMZm1aSHhpMVByVT0= |
Lot of kids here clearly didn't live through the Dot-Com bubble | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtQ1VKZ0lHbjdBb1hHaVdvMGtCM01LUzBBc1ZZbHB2QkJTT2NnZENfY1dqdnNidjRHcUhGVDZUTGJDTm9TZXdiSElVSmhtclVhR3Q1cDZPSmJOOEdFMnc9PQ== | Z0FBQUFBQm5meDJteWFRTDE4SGlld0R3YzAwLTBrS1B1T3AtMXdGbFVjbm9aeGR3QW9sV0ZjeDYxbU1PZVI2Z1l1bWs2YldRSS15bzhYUmlTcE52Z0xhakMwMTAxWHdCWGlxOW1MQlY0WmlPNDNpM19Lb1hvREZYU0FWMk1ZWHhNSUZaMk9CeWdtNXFUNzg0eHRUdDI1dVhYNVBEbk5aVVVGQ1RJdWpHQ19KUE4wRlFsMjhuY0tuR2ZsWko5VThrM01RRW02ek1QSWhrZzVuS0xKaFpoMEFpTnMtQmtFV0JaQT09 |
Yeah and "department of government efficiency" coincidentally spells out the name of a coin linked to Musk | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtOXpmUjFIMGo5VktBRXBqMnVvMllRdEJhWktpbGY1MldBSjY4aktHQS1KVVhZdlRRTlBtT05tb3BwZDRKSnlRRVROaXdPdHlGWl9KaGNkbGhJLVdEUkE9PQ== | Z0FBQUFBQm5meDJtX0xfc091UVZtVmxEMmNpQzNncUZ2Z1pxcXRRWXN5MHhCVWV3UXY0c2wwYi1fc0JvMU42ekdEVDRVWlB3MzNwalBhLXRpblJCU1VYcFZ1cmFaSExyN0dzSDBmZk1DY1haTzhEd2N5ZFl0TjNuUkdXRGUwSkJKdmZzTkFyTW1sMWlaZEttZ0tnV25IZFc0RkZkYWgzdVRteGVvM3hDVXB4dlg1LU9lSXNVbkVvalNJM2QyY3lzVW04ZWs4NlNBNUdnRFhaRXYxcE9FdHlFalZaRndMMjJaZz09 |
What truly baffles me is the sheer shortsightedness—or perhaps the dark cynicism—of the tech titans and oligarch billionaires who tout AI as the ultimate labor cost solution. They aren’t envisioning a future where human labor is made more efficient or empowered; no, their dream is a workforce replaced entirely by machines. But here’s the glaring flaw in their master plan: if AI eliminates human jobs, who will have the money to buy the products and services these billionaires are so eager to sell? The millions of unemployed, stripped of income and dignity, won’t suddenly become eager consumers.
Some of these tech bros and oligarchs pay lip service to the idea of a universal basic income, as if that’s the magical answer to the problem they’re creating. But let’s not kid ourselves—where will that income come from if these same billionaires refuse to pay taxes? They’ve already spent decades rigging the system to siphon wealth upwards, avoiding contributions to the public good at every turn. The math doesn’t add up, and the contradictions in their narrative are glaring.
This is why I can’t help but wonder if there’s a darker plan lurking beneath their rhetoric. When Henry Kissinger used the term "useless eaters," he was speaking about the expendable masses—the poor and the middle class. And in the cold, calculating world of oligarchs, what happens when millions are deemed no longer "useful" to the system? Do we drift toward a mass depopulation event—a global conflict engineered to cull the population—or something even more insidious? The echoes of history, of Auschwitz and the industrial-scale dehumanization of human lives, aren’t just haunting—they’re a warning.
These billionaires dream of a world where AI serves their every whim, but they fail—or refuse—to answer a fundamental question: what becomes of the rest of us? In their vision, humanity itself becomes expendable, reduced to data points or fodder for their insatiable quest for profit and power. This isn’t just bad economics; it’s a dystopian nightmare, and we’d be fools not to confront it before it’s too late. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtLXF5ZkVmV0RuYVpwMm9iRmxJamZ3dXQ0RFozS0UxSFUxR09QWm1Oa0dERGFoVkp5QnZoQjI4cS1MSXJkNU9qT2t0bVlnZXowR1ZIY0NGcVZGZWtyVWd5Q3BURUdsTWFKb0VYelM3ZUkzUWc9 | Z0FBQUFBQm5meDJtSTBOSGNiSHpfYW4xd1lOcFllTHRZLXlGUTRVelg1U1k0RzlvLXJJMUxTV3NyWm9DV1QyaFU2UTJ4X3hjVjlWNVlabWt4ZFdTbkM0SkNONnpqVy05WXFqdkxDUXJ4UE1Cdnh3ME9qR0NwbHFlZ0FDdERSWW9FZE1aNlJpWDdJZW11VVc4Rm1PWHp0R0RMME9KRmRJenZsaGVXM1llb3V5cEVsNERsS1N0bmFweHk4anhJeFNBcG5mRHp3OGsxcFl4U182QVdkemRUd3B2azFNdlF4ZFZ5QT09 |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtbnVBdlVkYU9vZHpjX3BnY2RWdVpFNndScGdGRms0TkRVd0FuYVF3RTZxcjdvZXExMEwxMmFmaWlvcWxtclUtVWV6cjJDT1g5NjZWeUJJVU1qY01vTkE9PQ== | Z0FBQUFBQm5meDJtMDZvR3RFc0dYUEtoQWx2cUJXOG1sTlIyX0N0RjZsbUdoRHNYM0doWklZZXUxdEk0WkQ3bVlWYXdJTEhibHlMQ3BnOVpQenhCVVh4TVhhbXJMZXduTmNGZlhzbkkwSEVpeG1kaG9hMVllWno5RUtsdmpzZkJvenc4WUlFZGZsek0xT1RxV1NkZkRZcXlZRTdpWDJaRTk1aWtZaHBObHNjUUt5endIWm9pYVlFX21qdTY4bXAyTnkydkhUNU9YQXJU |
https://en.m.wiktionary.org/wiki/nemo | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtWHBCTG0xd2taYTVkY2xtaHoxUE1McWhEcS1DVzRMSkZ5cDkyOFhiQTJYeXpvcy1TM2t2eEt3bU4yTm5rVlREWllsTTlNbHFpNXVHYjVsU3RXQlV6alE9PQ== | Z0FBQUFBQm5meDJtRXBoS3pBaWJILV9acXdXSDFHclFkUTU5MWpzTXByaHA5al9jcnQxX3pmYThZOGFsaXJ4RmRRNzZTUkVqc2dHUmt6Ymk1Q0NGcHhpRzZ4NjZocjNObHlzR1k3RDNtUkZHallnSGthak1URHc1NW0wVklpaThSeUM4TUViWDVXeXQ4UmQwSmVUcTR5bFZHYUtMRDA0bXI2QTFDOFFlTHVCSHlkQkh0QVB3V0tuNThsVWNRRy1xRE9zRGNqN1F3QzAweGNHNldDS3ZMUnpMcFh2Zk0xRVZPUT09 |
[Nemo means no one in Latin.](https://en.wikipedia.org/wiki/Nemo_\(name\)) | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtWEhRa3N5bHlZdUExYkJpczR2SmJzaUJzanhxMnNlakVnMUFnbWVoTkExQlVXM3l4Smo1TnQ4TFd0T0l6N002UHBFb0hWME4yRS05UEsya05PZEN4WVE9PQ== | Z0FBQUFBQm5meDJtSVIwMzBKWHJWSkJ2Wml5TS1uZzFYS1VoTzJwbURMVHhhbHBHV1lnSWwyRmIwQ0o3LXJuVlFncjAzSVVHS2pDWnV1MU9EZnZOLWY2UlRvbGdsdmc5WVJvRktxWDZYc1BTRl9PMkxqcjJKbExfeFBYN08xd0RKelZUMjlNd1dvWmZ2cEFYa0R4dmd6U2ZjQTJVNkxxU2R2UWZWdUlwd2xWWlhrcTVUMVBwZWoxTDA5di1JUXpFeDRJeGZZLW1IbENuOGdxMklIVG9DYzdiVFFGMWVxTDE1dz09 |
r/cscareerquestions | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtaHlwd3AyazBJX2hka1dYQVctYmpBOHozc3BmVDVIeTFYdDRnSmlXMHlMMkJWemw3ODViTUVldWstM19UR2VKckRzVkV1dW1GajlxMFVqTEY4V3dTdTlXc3VQY09YYW05WHRFNU1CaEpfdUk9 | Z0FBQUFBQm5meDJtckJFOXZheHlIWC0tMEF5N3pZNTcxMC12THNfVW45dzIwcEdrNjRZSDhiRE1lSHJuVExrdDRXNHNOcWJJUkJRLUtkbGE0LW9UekpfX1k5bXQtMXRGaVBOZlNPai05ZWc4MlZMV1hHT1NlYUNOcWdIWFhNT0lhd2tzdlhxa0lpck1CQ25uNExXUnAtYWltWDJiRmFDYUhxUjZ3ZjVNUFU5WlExcXdrWHBlemVpUVVqaHM5cjdmZVVaYjZJYkVHa1ZPMGFsZUszNXhuVkhVOHNwSUNBaGVDSWo5UVFtZU5lakZ0cWVNTUItcEdPQT0= |
That was a joke done on purpose, NeMo has been around for years and originally was developed for a completely different purpose.
You have no idea what you're talking about. Id you were really interested in truth i would explain why the name actually made a ton of non conspiracy theory sense. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtM0hxVGx0TTJMd3RxdExIWTlvZWozZGNtZEhSbnlHWW9kQ1FYZDlFR0pVX0JHUGo1VGVCVVFyRTZ5Q3RoT0VQV3VCNWJvMUVTQ2VDZzFMNlJnWllkUFE9PQ== | Z0FBQUFBQm5meDJtaVB6dXQwcXpMVzBQbFk4dlAyWjZJdDEyWDh6cWNyZ1hCdmx2bzExSjdfZWRsMXB0NkhmY1pZUno4S0tidEdMWEVNWTZXN255NUhFZHY1NHRJS00xWFhyN1NTV1ltd2h2VkR3Q3ZYRV9taTRaTlM0NlpNeWJvRWdVNTc5YXZJTU5UUGlRYkVGN0JBWVFidjN1bTNXTFdvMHFQT2NRQ0lDTFI2UzVpVTNfYUI5c3RGeUNndHJYTXNmaHEwbVBaRURpMnhIZnVqODc4MnZYcFMtZjFEaVY1UT09 |
Crazy how "Vehicle-Agnostic Modular Palletized ISR Rocket Equipment" spells out "Vampire" truly one of life's wonderful coincidences | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtUzZlOUk3anUtdkVMOWE0Rk9wN09jVUpScWFZWkhQdEQ1OEVkd2xJVWo5YWR4UllyYUYzUTh5eXpyeWJGTmpyTFdUaVJJM3R0aEZGdW5IckdDMXJ5QVE9PQ== | Z0FBQUFBQm5meDJtbzJGLWJKV01RVUZQYXp0dVBJdEJwMFJEU05NQmhjcjZoSGFOUEtHWWhoSXJ5WFpBdnAzdVJibVp6R3NqeTA1UFBiQTZBSXhKOVpwQVUzY09QOWRkZlNRZkNacG0wVGdRLXZOSlBjTkNVRjJfVTdlenVkNFdydnpMRDBDX3R6Yks0RjU4WGtfSmVQVmh6aXlpTjJLVV9uOUswRkpkaXVrU0lrbGJQUjlQSWRqMy1QeTRFd1QzWE52NVU5ME5XTWVpQlJZbWNueFM4R1l3YWNYa1E2d3B0Zz09 |
thank you! | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtb1B6YmJGOG5PbEJ5N21IY1VGS2Z0V1FqQmJSeElEMERfRVd6ZlpVWFR5R0pneDN5UVVMUWZuazl6YkVLcEN3WjNjVUlBQ3ZtMG1MUERERlBEU01LMlRfM25VNVBtcEF0MHFILVQ5X0dDNWM9 | Z0FBQUFBQm5meDJta1VFT3ZNUkV2T3pWdkwtSTBZbmVpaU1sQ0JMaVJHckIzVlQ3Y2NNamg4STNoaUhoRGlCTEloaFNvRzJiRjI4UjdhUWpuYThNUXdSbUF0SmE0RHZmUkhjenhJV2RsRG9YR3BEWVFVY3dDWEttSERwVFNQWmViYzdfSlNkaWluUWJWMWotYUV4WnhJeVl6RjhpaTNhZXhKeS05eWdpU1JicGxhZldrVVhKVklKam1aUkMtMDNkRDlLYzlEZDBiYmZYRTluMjF5TlU2Mjd3Yk9SUnB2ckVEZzBZczBQT1VZWUJqU19LMGI4TThhbz0= |
[https://paperswithcode.com/task/visual-place-recognition](https://paperswithcode.com/task/visual-place-recognition) | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtQTM2cUlwMm5OV0Y4Mm9DQXQtYWxrNmI0Q1RHX280bDNSaVhHaXpvUE9RWU5qMVFmMlJtUHpHWWtsZjVwQjJDSVlsbFcta2RSb0ZWZDRPWGtNd3NVRThWUnJHZGVMTnlBTDYzN2NiLV81VGs9 | Z0FBQUFBQm5meDJtaXdZX1A2aW9OVnM5THNLN1pCZVp3T3VDSWtEWkJFSVQ5X01RYkdVVFNWSzRyM0VtY3dHcGMyQi14MnFGYjBWY3B4a1RIWmhGOFRidXd1cnplNXRYTVhsejM2X3BtUjdSMzMxdEZIY1VaMmJNT2trNUpxb3U2QXZYbjhHVmVaSXc4NFFrSDROT09hNUZ0dU0ySVRURTFIaUZNVUU1eDNfZUxFNTJDSWlxbENoWWtGNXlJM1lxaXVzeXhSS2ZGOEptWnZPWUItaGZ4SG9TUDJfRW1ieWFKUEVBOWg5RXVxMGdaTVVLUVlfVmZ5dz0= |
I was a biomedical engineer. I finished a bootcamp a couple of years ago and have spent a ton of time doing personal projects in TypeScript | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtRlFXbGlLaWR0ei1lMTgyc01JeXFsRm52bnlYWWRMOEplNndjak5qMktTOTBDRW5ldGc0WHVySFBvVzl0YzJSTWF0eGd4aUZOdGktejRLRWQxSWxUTTZHTmhvZDVDNml2VDJDQ2htTzNoUzg9 | Z0FBQUFBQm5meDJteUNEemFsYWxrWDJ2djlWWGkxU2ZfRDU0UGZtal9KOVM2R3FlUTJOeXozcEFEc2RKR0h6VXgwZHk2VllMbkJKU0lRdXdMMEZFbmpJYWphTFI3NHc4S2tDNnlnQUxmRmNteUhMWWEwOC1ZcWtvdXRmdFJaOUxHWGtGcUZjd29sQU5ZTVpKVUExNC1jcEVLUlVQTFRNZ1JqZ3kxSUowYVAxWE1pOHFGOENsTzljU3k5ZVdXZ0xyS0dDWF9vQ29WNG0tYVp6UzAxRUdQNGM4dkQwNTJrQjdmS2doajBtV2VLSUtHUENaY3l1VlBDST0= |
thank you! | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtdU1SNG1sUjExV0NGY1FIZzBzVUJ4aDM2ZE1Cb1dGMkt3RnVIaW15TlNzcDlMMlF2bEp1TVlXdk5URldFbkphNkJxVGU3Y2lVZkJ5Vkk3QkhVOWdUQWVWSVY5RTRkZ1RLOXlVS1FtczV4YVU9 | Z0FBQUFBQm5meDJtam9XdWl3Z1g1NUYwdFFwd3ROY1B1akVNTVBwSFpfLUZTZG85QVFncm5uc2Nmc3ZUa3ZYbWppMlN1Z00wc0lsM1VQSHpnQzc3bUw3am14RjMtWnZ5MHpqd3FqOXlEeDdqSDVDbnpCZ1JoV0NrSy11NVk4MDAyVER2NHdicVFyZEVwSFVoSTZwdEFjVHo5dXpOZnRGWEtkZFFiX1pwNThNdlhKeHFnbGtqU1M3eUZWZkJfdTZVNVFLUDZsSURMYVVHZGZvTjZuVlUyeTg4WkNGRFZpLU1yVHdWLS1OV3labGpjc3NSaTdqUkJnST0= |
Thanks a lot, I really appreciate it! As I see, the best models are EffoVPR or BoQ, right? | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtdHRvN0RUc3ZDbHpUYzBFbU85M2xLaVk3NzA3X0psYUU3YUdRcVNHREVEU2JFeDZIY2xSLVozdE5nR0VaRExielJQcmM1OUhkZFVMeXY3ekdadlBPWEVZT0w1SzN3aVA1V29RRm1KcXF5STA9 | Z0FBQUFBQm5meDJtVTN2X0VOMS1lZjFzal9zUGtJZmdlbmdaNGY0Y001VWNNWHdrYWVWRExxTG84WFRScE1pNE9iYkpFZGpSNmF2M0xjRjFxUWxER0dvRkxvdjNWQnZtQjRobW1zVF9nU3p6QXFTVFlQV2hnQlFrT19mSUtFRFVhVDI3dGR0TE1SdGtuQUxDTGl4RXJtakNnLXVGNm01NXRzMDE4cDY2UjhDSFdUOHhIa1ZiNHRZTEVtbGdWRzFVc0xkb29ORWJrN1BoaFhKUmhOdHduR3FZTVVQQjZGUy16TmZRdk1FYVRVanNGalQzbTJua1Rxdz0= |
You could start with a torchvision resnet and try something more complicated later, that way you have a baseilne to compare against. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtQnN5VzF3UDJydlpLWlV4d0x0SHhIZVlGbDBQeGphTTdCSU1UUlFScDZpWFpqandBWDRIT0cwNnZrcE5qS251T1JpVkJ2VF9tX3dFVklYTWN1UTc5S2c9PQ== | Z0FBQUFBQm5meDJtVWh0NExacUlVVG14clVNUWkyRl9Wbm5nY3QtcFprSkhWYlVTRXl4NENZQzFOakZBTmtqUl9wWjd2ZzZNWWIyTTdHYVJSNjltbVk0X0NMTmtKTzJWY2I3X25lZDZzeTctUm50Ul9xc2JDMy1TcGxtUGJmUGZDWEdtTmppMUFHczhDX1RHM0ExQzAydmR2V0ZMTFpGWl9DS1NlTWQ5SEFDSWJEZ1hsSHduYk9MQ0tZem43N1Eya0FqcWpzbWlkcHJCX3JHQUkxZ0RWaXlfS3FZLWhPb2ppWTVXcnExVWd0SmMzbFJFbHlFcjNCUT0= |
That is indeed a great option to do! Which ResNet model? | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtejFXM3JQdk56dHd4b3RVRXg3VWdiZWR5bHhaN3ZPdU1NR2FpQVB2ajU1Y0YwMy03aWtMRHJ0aWNxcDJLRkZ2MFloWDkweEoyYWI4UDhfODZ1akRjb1ZkYXVHSkVVUGhscUtTY3k0Z3VINWs9 | Z0FBQUFBQm5meDJtSU1CWnlEOEhzWktqc3FaVkduWXVnZERreTMyMWdXOHdyVkNNQmNHb2hubEUwYUpLU0dPaGUtS3oyZ1pWTTBoeS1ock45WmNXNjcyQ293ai03el9POFJHdlVTbGpuaW9RMWpud3c4RVZkb001VUF5RU56WVR4WjdPR3lUaC10WW9lRmZZcU5OX21VczBKVEdfMEhtN1JQanJzQXlrcWFrTjl3VGNlQ18yWWtFYTNOZEJkZ1p3OW1Md0ZvTWI3LWY2MXhfWUlSSjNVZ0NKOThmZUpFZDB0emNROGQxaFRJMlRCNThxSC1WcGtSYz0= |
New to Reddit? This is a sacred place for conspiracies, especially real ones. Usually every time. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtUUdJYUc1d3k0NlFwRnlCbVU5U18xLS0tNlVCd3pQbTdhclNaVk8tcnpaV2FNRTZ2VEFsZWVQS1lEUE1vWkxYT2xmVUNRSzRUSGhsdURqOFFJZDd3blMxZTlXRjVZVHg5bUdiREdzRjZPRDA9 | Z0FBQUFBQm5meDJtbHBySzVSV2FjdkhzdHhtZVBHSlRIMnFaWlBEYWMtMW5Wa185VjUtOHBBU1pFTWtaNzBMQ1lqZndqb2VZcWRKT0pfQ2RnNmhkaWZ3QlhscG5TQktabVJ4ektPQV9lYUhYR21ta29QX2xleXBUTDl2RjEtRUhadlp6NG5iRE1LM3p3LTNIeGJoRy1vR01wMFBwNktnQlJzSGtsOVNnRUc1QThQTzE1aHcybXFwdGRVc3czQlRNcEw0a0RoN1BCTU1aTUV0S1pQN2dHNXhsYTUtVUp2aEFUUT09 |
Which software did you use? | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtdFBDQkYzYjMyMVVia0hRNkFvZTNDeXIxVTBIXzlPQmVxTFF4cEE5SjFXdUliY1I4aHA3ckhTWkNYUEM3NFUzbmR4cG9xMTZyRExOVXM5OVBKQ1ByalE9PQ== | Z0FBQUFBQm5meDJtVmxSczZDV19LT3N6WGJsV0dfdnJmLTUwTkM5dGpWdWRhZU1FTHFqTk82U29xdWcwaFVIUkJEVmNTRGFLbXBkRzdOWUsyWTZCRzZxTEt2akhJcVAyZXVpM3hpZXd4c3hSWnctelEyQUNLYm1PT3ZuekhjbFhsMlFzMzh4LTN3bkdnSEFTNG1BREVVdHd2UjQzRFZqdlhTdmR0YzcxMVlvRVVLWEtCdjY0R2VaMjJSUklubENDeE83UC1KQS1GMTdK |
[pick a size](https://pytorch.org/vision/main/models/resnet.html) based on a validation set performance | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtY25nS0d1dFVvS01ucXFXSFV3UG9NSHFrbXRwZWxRcVRqaXhuVC1GSFhVOXgtdEhnNVpUVkc2NHlMc1lkaWxlQUpVQTQ2WW1sbVZzUzBxZGU4TlAzbXc9PQ== | Z0FBQUFBQm5meDJtR2w2MDJUdXVZempBcFkwN0JoZ1NWZ1AtQVdrR2oxUl9kanJEdXlTMV8zLTJSQkdiemhreEhCVURQb1J1MmFDc043N2RMdUtBWGZsS3ZjVHhnc09TNFZNUndEeTJrNkVzQ1lGS1dKTTBxRkpZY1M3NjZtUU9DSVNfM0l3WDBwbXpYUmowTlZ2MDZLRDV5UHItcTFybjMwbVhVSExwYWx3el9pVEN6NHFacVNXbmZxTnlTdmVhV0xOZzY4R0ZWeHJWTV9fd0Robm9BcnRuckdrTWhBQzJVcXpNWURUbGRRcFFsZV9uZG9Ia0JTTT0= |
I wonder why this CEO got his ex employee killed off | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtSW1QeFg5ZWR6NGJYRm1JcXFFbUFFbE9SOGZNWlkzeGZtZDZ3Y1Y0bmpoOVBwZUNZd29tSDQ5NjgzMEdXT3ljeDU2aEdDaTBXdWVodFYybUhvMVYza3c9PQ== | Z0FBQUFBQm5meDJtR2IyODhuWmdFQTdiWVIwS2xiN2hQM2NHckdmQ3dFQ2VwYlRkVEpBMFBiWTBTNWhmSnI1Sy1xMUZFcGFWcms0aV9oa1IwQ3dpRnZtOHMwY2ZZOFVRSl9uSWxzcFc0VExsRThkU3BlWXkwM1NhY1FXeHA0RmJWYzRiSXZtckIxN1ZWRnN0cGRHTWEtMHpBOGpQTVFEdGtveEN0ZzhzcWR5RzRIUHdZYkk2SWtWbnVtNTZFRVN1MkxsUVN3WUhjakl4cnBqOFFtWVY1SW81SnhCRU84U2RvUT09 |
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This is a CALL FOR PAPERS for:
**ESwML 2025**
**The Second International Workshop on Empowering Software Development through Machine Learning**
[https://eswml.github.io/2025/2025.html](https://eswml.github.io/2025/2025.html)
**Important Deadlines:**
Submission due date: February 7, 2025 (AoE)
Author notification: February 21, 2025
Workshop scheduled date: March 31, 2025
**Call For Papers**
The software of tomorrow will heavily rely on the use of machine learning models.
This will span various aspects including using Machine Learning (ML) models during
software development time to enhance developer productivity, designing ML
heuristics to improve application execution, and adopting surrogate Neural
Networks (NN) models within applications to replace expensive computations
and accelerate their performance. However, several challenges limit the
broad adoption of ML in today’s software. The goal of Empowering Software
Development through Machine Learning (ESwML) half-day workshop is to establish
a platform where researchers, scientists, application developers, computing center staff,
and industry professionals can come together to exchange ideas and explore how artificial
intelligence can help in effective and efficient use of future systems.
This workshop will actively drive discussion and aim to answer the following questions:
This workshop will actively drive discussion and aim to answer the following questions:
\* How can we leverage the advances in Machine Learning to ease the software development process?
\* What tools are missing to bridge the interaction with ML models during application development?
\* Can we improve the accuracy and efficiency of ML models by exposing to them existing analytical tools? For example, enabling Large Language Models to interact with memory sanitizers etc.
\* How can we seamlessly integrate ML models into applications to improve their performance while
ensuring the correctness of the generated outputs?
Paper and abstract submission
We seek abstracts describing recent or ongoing research related to the research topics
in the ESwML workshop. All researchers and practitioners are welcome to submit their
work for presentation at this workshop. This is an in-person workshop and only the slides
will optionally be posted on the workshop website.
Short papers must be submitted electronically as PDF files. Format is 1-4 double-column
Pages excluding references. Submissions should be printable on US Letter or A4 paper.
Please submit your manuscripts through hotcrp.
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Workshop Co-chairs
\* Florina Ciorba (University of Basel, Switzerland), florina.ciorba at [unibas.ch](http://unibas.ch)
\* Harshitha Menon (Lawrence Livermore National Laboratory, USA), harshitha at [llnl.gov](http://llnl.gov)
\* Konstantinos Parasyris (Lawrence Livermore National Laboratory, USA) parasyris1 at [llnl.gov](http://llnl.gov) | r/machinelearning | post | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJteTkwaDlZcVh0eEdRZlRMUDVjbE1WMkhjRVRaXzZGSnU2VzlKU1dkRVlEODU3d0Z5X0h3VURhX3RBWFBsOXRUbXkyVklDbXlveUNjeTBHcmhKRi1Gcmd5NWVvb2x6YzBIRHY1ZlBPbGwyd3M9 | Z0FBQUFBQm5meDJtN3hXNExydTF6S3psTW1TaUVFM21WNVZYM0tnZTBsdGw3M2xIYWVUNGl0N2xuZWo2dzE5YTlvUnNuTG9GYXBpaF9GS3JPNE1lLVJEc0JqRU5rUVdMTVhLYUdEc1BpbHFiNHBLSW1tbm5WeE1MXzEtN3M4ZVRqT0JDMHk3dnJ5T1NqQzZ2QlZ2T0wyZzl3MUlfdlAxbUtXXzYwVFJ0U05za3pyVFFnOHFqdkRfejV4M2wwM3dpY3ZvNnVia1RsajBtRFo3bFdwbmU3TG9JWlc2U2tET1hOZz09 |
Do you have some example papers or directions you can think of? I listed some in my thread but can’t find anything else… | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtOTNWRE9pOEUxT0VmLXN0eEYzdFlVeVJzV0czNWFzUlp5dndPc01ZQm1WSjg1NVNLb2EtZFFjWGEwZklaMldJMWJQdkhGbXcydUhFREFDdldNVG5iMlFJdGg3OF90Ry0wMXQ5SEpOUGJtV2c9 | Z0FBQUFBQm5meDJtVkNTTnlOUUZRc3ZqZzBoUERUXzVPOG42SjlFa2JUQ2FuR3duZFIyMWd6TnpuTWZxUS1sMUpEME8zUGpoRkxRUnJ1WmFvYXRtRThrV25RLW82Y0hNbDJ3NGRJc1JJcWFHd2JOWUN3SnhodENNcTBWbl9ZWGVRUVRPVDJHcUhKcmQ5NXJYalVQVFN0TXdWaW1Ua0ZYS3dLTTg1R3FGdHBKYnZpREhOZ3BTa0dfZXZENnNTaWl6MkFfbERXLURualkzaHhoWDg4U2dhbjJGVC1fMjlmSm90VjNTdFJfdzdjNGszT2NVU2RVNXNMYz0= |
Don't do it
To get a good job doing anything with ML you need an incredibly solid understanding of math (inferential statistics & stochastic calculus) | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtN1h0ZzFIWTUzQlZnTHluZWxIWjRsZXdEdGI4OHR0c1liRDZSRWltRWVTLU5IUWVzdkRVV2FoMFNidmlsUWVMeEt0bk1XMnlOQXRRZzF2Vm8tdXl5b1E9PQ== | Z0FBQUFBQm5meDJtQjBuSXFGUU5fSk9PdmVMLWtuT3ZvdFctZ0h6V1Q0NlF4Zm1SYmVxbnBUUTBlZlFxanFNU2NhdXpGVFRnZVNCTHkyVUN1cEFTSGFFa2d5ak1qaW9XLUNXN2R1enAzU29TVnZIRnFlc1NKQ2RQMWV1RkgxNnp0RDduc0E4cmxqNXNHSDkzLUJITHRkZ1d4Q3g5RFBtcjBuRGVER1l1V1VRU29jdVhRUGpPNHYxV0c5cmhHR1dJOXpsckRqcnZXNkNKUkxsNGhUXzB6MC00aFpGQkNDVU8ybXI5SGZESXlSU2EyUnhtUldUNER0ND0= |
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Oh wow that does sound interesting. Like OP said, there are so many tepid takes on crypto online that I don't watch much content anymore because I've had my own mining rig and been reading for years about the in's and out's. But from what you describe, he's talking about the practical limitations. Currently the bitcoin blockchain is a complete mess because of the criminals' attempts at hiding transactions through 'tumblers'. It just fills the ledger with thousands of unnecessary transactions in an attempt to obfuscate their activity. The privacy thing too. Wallets are anonymous until someone really looks into it. If you know the exact time and amount of any transaction you can de-anonymize a wallet.
The part about how its implemented reinforcing the current power brokers' control of currency is another example of how the technology was never used the way it was meant to be used. In the white paper it says that end users were supposed to run mining software. It wouldn't need to be much, just like 1%-5% of CPU use during idle. If the entire user base did that, no monopolization of mining could have occurred.
Instead, mining was gamed. A very few individual users ran massive mining operations and the average user mined nothing and just ran a wallet. So now we have like 70% of all bitcoin have been mined by a few users in China and their use of ASIC chips makes all non-ASIC mining inconsequential.
Ideally, as the network grew, the inertia of the main group of miners would overtake individual miners. They could still mine large amounts but the difficulty would be much higher and their return much lower. So, again, people didn't understand it, and through misuse, have made it bad.
I'm aware of all these shortcomings with crypto, BUT. Some of the issues can be resolved through upgrading technology, see Lightning (makes transactions MUCH faster) and partial syncing (reduces the footprint of usable wallets). If enough people agree to a certain change in code, the official fork changes and the new tech is adopted, kinda like amending the constitution. But, as I describe above, this isn't even possible anymore because most of the "votes" on the network are controlled by a few huge mining operations and wouldn't reflect the will of the average user.
So, again, people didn't understand it (but a few did), and through intentional misuse, have made it bad. It always comes back to that.
When I get home I'll try to watch some Folding Ideas content.
Thanks for being cool. I have strong feelings about this stuff too, and now I'm watching generative pretrained transformer models being misused in new and different ways, following the same path as crypto did and becoming synonymous with scams. It's different but the same. I hate it. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtcXVoTHpIanRqOUFYRkdHSFM5N00yY0pVV2hpeEVPX1RtTWQxQ015NjlXMHhucjhGby1UNjhtLWY3WWpIR0hiZUhjWjlxQjFwOU1mZElsMWtCbUJFaUE9PQ== | Z0FBQUFBQm5meDJtdFpGZmRhZkVzYWdBNDY5TTZTcmhWcGVqZU9vTmFIQmJGU1NxcnYtVmJhek1oc0xpamRuTFM3SHBFVmR5aVFVZlYyaXFvVUlCNjVJVFpGWTRhN0l3b0F6UndwUUFlMDFNLUYweTFzS3huYTBjNEkwWWtCMXNGMFoyaUJXUzZiUlRWTGhaTlpsakU1c1pFOUJRR3JLYWJ5VjFtWklGaFJTSEVmVXVvWFAzcjVJTjJTZ3hBX3MyTnZWbDh4Zzl5UV94 |
I don't know who still needs to hear this but AI aren't going to take anyone's jobs; human CEOs, human investors and human board members are going to give them away.
Capitalism was always prepared to do this to you. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtbEROZ01EQngzeE5sNF91ZDVybVMwTEdSZ2pIUHRuV1VXWjQxVDBxanFZSUZHR3RXamM0N3pTeUNibnU3UURxb1RqN18zbXRxeXowaVMtdmdrUWwtUFE9PQ== | Z0FBQUFBQm5meDJtZFJGVmZRbFlJUllpZlJIdWdQbS05cFM2dGtKMEhIR2hHX3J5N1VycUNvdTRTaEpjdVh3aVVVcU1HVXpiaWFxb3BUQXlpQ00wX0pDcjJFRmpvaGF5ejQ2cVlyeXkzVnFVZ0tQeTRGQUVNd1FTanVPWi1XUXlpZDdpbFp1bTdSWWdmeks2RlVhN3RJSlYyVzlCZDB0ZTBpMTR0akw2aDV1MnNSVkdIbEdCY0dPRGpfTlBZSXB0R0U2T3NZX0NZRXZjWVUzY1FTWUNMczZjdmt2Ung2UGVoZz09 |
So I won't even get looked at with an additional degree that isn't math oriented? | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtX20xeGFBNUxYejIyMHAwOGo4MnZkRHdJNUE4LV9tTUNVU0VNd3d1MWZseHB3Y2lkcE9kZGpCWGZpUElvRDViWENLb0NNMXkyNlRJZElURkEyaXhSS3BjV2E2RkpNNGVkZEk5RHlCUjhUUkU9 | Z0FBQUFBQm5meDJtTnBSR2dSY2hMeXZwcTZZYzEzUDBWeFhfLUl4S3hUOEktVF9JRlFkR1libDRzVVQ1eWI1MmVDV2o3Rm8wUHIzVExGNHZpYVJUWHBqZnF5MTFoV1ltYm0xVkpHSXlyS01sU0Robl9XY1phTEhWVmdGUlhtME5GWmJiVWQ4ajFRbXNnRVBYR2QwM1o3bzJmb1Y3dWQ3YkdFWHBZX05HT2ZBTUxINi1HUzJVU2piS09GX0dMTGhtbGVoUC1oYlVFaTJKNnpoLXNDQ0ZKalN3NUx4WV9MTE1MR09GM3ItQ3hlOXVlUjhGZ0RHZmNjbz0= |
Remember that movie Finding Nemo? Yeah. They spent an hour and a half looking for nobody. That's the joke. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJteUhMaFhPVklWSy1OZzViVEk1dWt0c3RJMlpZaVEwcFRMOElacmNmMXVDb056TGFHSkNyeTBiZC1ZejJTeVpDMDVmY0JuTVpDZjA4NTAxYk5TSTFVQkE9PQ== | Z0FBQUFBQm5meDJtQV9HYkJISWlCVlZ5Ym9rSUpZR1dlVzE0eHY0OVFTZFg4ZVE2a0RuRFJMWDhNNFVOM2xmMUsyS3FhWGEtdE1nS084TkZPcUtXLUtHQVl6ekRhekxyVzd3dGxGM2t5Mkl0WnNaNEwwX0NJaGJLeVlMRWQ0Rm81NE5ZRjhtcGF0R041SFh4cHlnMjNaWmVzXzZOM0N5YjBUTmxQX1NIWGotc1BnVEZOZFdQUVh6LXhTUDFSb0RWX0xMZ3M5Um5heERmZFlocG1Udi1HcjZfX2U3MWdQcGpCQT09 |
Recently, I'm in need of a assistant for my newsletter. I required the applicant to send their resume with a sample of their writing (pdf.), and I want to make sure they don't rely heavily on ChatGPT to write their samples. Can ChatGPT read pdf.? Or is there other tools that I can upload the files and it will scan for me? | r/artificial | post | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtRWU1TEJJVjZqNGpTMS1yQllpcml6V3FQY1M1VWgzSldWV3E3NU9lWGk0QUJzallVOUtYUDB5VnM1bjBlMldfQXVtTGpod1hMNm5DVi1KRV9yVlBuby1DLUZKdUtvX2ZEOVFFMWJ2c09mdkU9 | Z0FBQUFBQm5meDJtN1VIeXl2bFZnS1pyVDJmWXdlSnlsaUs1cGZzdFFhUGhsS210eDdac18xanNCWkNFeFFCckhHRVBzVHNZTlB3R2tHMjRZUHkzMHF5aVRUTUs1NnRDYXpubkRtN3loNmVzMHpkT3VFRXRCbEJRSjBiZVVlXzB0bjZDb1E3YXg0RVMzZ3huT0ozVWNZN3N1R1dHcm5KemJzYVdzNnNlSEhUNWEydTR1ejVaX2drPQ== |
I searched for this web which claimed to be free, but only scan like the first 500 words and need to pay for a premium plan. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtc3lWUUFhVVdYT05UNGdET1hLSjhzVG1UYlV4czNZa3dQWXVESjhOazRJQmU4OGdNdUUxM09OX2x2dElvSE1BZ0RobnFfT21ieUpSQ05TVGcxc1ZrV1N3ZjgxMjZnTlhUMjl2MGRTcHJjOFk9 | Z0FBQUFBQm5meDJtbG9RNlhwVnBRSno3WVAwUk0wZVQ3dHJIMEJPZ3k3UUNBSG1OVUR4N2NHMVJEX0ZxMWhvanV4VE5sUEVPVC1OalpfRUlhbURLbzA0UmJYUUZxOGxzVC0xR1ZkeUdvWlFNMTM0QW5ST2xka19oV1I1cU9XMktkVzZBR2k1ZVpMN2dBMWZJUGNGQ0NhVUM0VVhVTk9tTnplVGNicDEwc2xtZEpQVjEyaFFDUjBuRW8yakxNNjA1UmpPLS1QVjh5blBp |
My suggestion would be to write an evaluation script, then try a few and find out! | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtU2t4VlpKcEtuWjBoZnVCQnRTa0NoNHhhMF9WQXFwd0hHV2NUcFZIOGI0VGZYdWJ1Smc0cFpPSFNGc2xiYUY1dmhJUTJZZE5LRVZQSFVaVnpfc3NiMXc9PQ== | Z0FBQUFBQm5meDJtZ2dQRVFnUjFvbG9UY1F2QlBoSmVzM3pfbUs3eFFDcUZNWThnNFkyZVBtbHJuUldLTmx2VVVHV1FiZWVCR25QZElKTjRCMERZdTVjOHFvRmlyaGxQcDRBYk91RnkwczB3RW1EQTZjVTRjczNxampON0l4UXotd3VzSGlFQ1hoMnAyTjExQzEtbHNvWjFSMk5YRkV0WXJpaFRVYm9CQmpyXzFpQ1l6TlBhRDAxR2QwdTZ6N2d1enRWSUJvTHNNNXFOaE5zTjFCbWNhMlU1b2t5Z0Fyczd4RndNazk0Yk1xaVJ6dlp1TUgzNzczWT0= |
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I believe it's been shown theoretically that a quantum computer could more efficiently perform stochastic gradient descent (SGD) optimization by exploring multiple descent paths simultaneously in super position and outputting the best result (my rough understanding). So this could theoretically increase training efficiency.
That being said, I would guess gains from model architecture and hardware will be far more meaningful. As a point of comparison, as far as we can tell our brains do not use quantum effects for learning (though some fringe neuroscientists disagree), yet learn vastly more efficiently than LLMs, so there is clearly a lot of room for improvement. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtZ0ZWOE0xNUxTbFhRUG1JeDVJSHdSdG9NaXh1WFM2TmFIQzVYdXp0dTZQeUpCVERzbjlDZzNCeUM5UTlTWTVoUG1jSTNXcmdwOEpjY2J2and0NG45YWZqRXRVV2Z1MkthV2tHczhHblh3WU09 | Z0FBQUFBQm5meDJtMDhCTm02Z1F4Rm5HVXZZR1V2ZFA3dDBWWTRSY3pEbVpPaUtHeV83QmI2djBwUXYwZlRkU0MzTS1sUlp3V0lrQVptMk01eG5uMEhyNmlXM3h4YlZxbzJNRlltNlh5V052eGtMeUs2eXgyUlQxT0ZndFUwcTFuVGtZWEd4VVp5Q1JVeXdvd0xRYUxpVzR0QlRGY1JMUXU4TWw2NEdQU3djQ1FlMmQ1UzZySnNPUkdLODg4M2h5TzFGYWJfeVl5TVViTW1aRktGRWxvV3p6SmY5dUpQSTI1UThWSkhONm5ZZ1dqZE56dlFvU0pBVT0= |
Some people tell me that it's the paycheck, but I think it depends on your experience level and who you work for? Is there more to this job? | r/machinelearning | post | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtR3JUeE1uZ2NuMlVXWk1EQ0h5U2h1SE9vQ2tEdjhmcHRMeDkybDNaZkduWThyZ0o2UWdLWDBJNnNEb0RZc3Y4ZnEzWDZKbXI3cTNHMm1HWURxR0E5Zzk0NV9lelBTOTZvdXFibFVHREU3UkU9 | Z0FBQUFBQm5meDJtUUNmbVYzX0ZIbm9VQnh0eFVkM2RHaUwzcDlTLXI1RWRkTUVzcEtybDIwdU1YTG1LNEhxd3hzem9mZFAwdDcwQWNZN0VudGNiaklvVV90a19VYUt0eUxQVlF2U0I2TUkwZHR3LTlYRldFRFlZYlRILUNaVHNhZVlNMUFnUnNsc21RSlFBbFFCQ2F3MFA0MFdIV2dLdF9XbzM4dWRjYVRJcV93a1owMmt1bmJuZFdRLWhZb1lpUTF1N0hMcVVaMkc5ZWd6ZjJ5M0o5OGw4Ml9qdjM1TFFQUT09 |
>They aren’t envisioning a future where human labor is made more efficient or empowered
So their master plan is to render humans unemployed, while providing AI who we can blame for fuckups - and by definition - sue for negligence?
Yeah, you didn't think far enough before typing out the doom scenario buddy. You forgot to factor in that billionaires don't want to become millionaires, and that's precisely what they'd become if they wanted their product to replace humans.
>what becomes of the rest of us?
Planet is a big place. There's billions of humans who live without technology. You'll be fine. Perhaps you'll even be forced to leave the couch, set the phone aside and actually walk the Earth for a change instead of spew nonsense online. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtYnNiUkw4MzFNcFNoUHY2R0c1am5BbENXR21RSi16aFdoVlZtOXVwT21YVi04OWtrWlRXTnFocTFVd1kzVXFNUF9EN0FvV0dheHFnTlpPRmEzY1lRMmc9PQ== | Z0FBQUFBQm5meDJtUHpVRXpPdzluUVoxRXAxdFdqWC1tQ1BhY2RnU0Z0Mndva1FnbDF6SjQ3ZXl1NHJuOFlpdDVFc0xjbjFlNFFzSjNJZWR5b19ySV9HZnhDbTJCaFhjYmREYmQyUENROFQwM1hFX3dWNVJkNUR4UnA1amFvZXJCT0JoWU9JMFNXbWNpNHFJRXNfTUZpM29tVGdtbGlNeDlYdmxmS1RzR1hRdUl1Y2JNd1RURFlDblRjUUtNWU5QV0d6WGJLTy1BdnhHYTNrblZURGFmdnVmWVRINXhDUnl0UT09 |
I totally agree. Honestly, despite the wild euphoria around llms and stuff, I still believe we are in somehow dark ages regarding what can be achieved. And I am optimistic because I see plenty of work to be done and plenty of ideas waiting to be explored. I really like what you said. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtWXVIclNfNzh4d1ZVRUFpNXpFNng0VDBXbFlqd1EwSm93SEV6UGpMcjU0WWtjaGdrZ0tSdjFYc2NRTm1BdWctNG83aG1IdzJkLThsZjRDa3FrRGxadFE9PQ== | Z0FBQUFBQm5meDJtb1RaUmd2STFLQlZVbVZmMllxdVRhVmhzNW43ajJFOEtrc3Zmb0ZWeng3ZVZfdFhDOG45T3o3RllTSkpNZlpMTGQtekNLUTVES2VpdGhFNkFwMmczVGJYOVNoZ0Y3RU5oWWFWX1RLX3FvUzZSTXRPQ2E3UmhRbElZcTF1M19STmV6WXBnaVZiN1RFX2lBMVZENTExc291VHVTLW5wWjViM0FFS0dwekpWMm05Vi14R1JLQ3poSEF1Q2EyN2xIVWV2ZEJvZ2R4QXpFeldWOGhOR0ROR2FJbGd2NU5FdEVFODV1RDZSemRBazNkVT0= |
Oh my goodness. I have been looking for this for years. The solutions I've looked for have never worked in the way I wanted them to, or if they did, didn't work with the language I needed.
You have no idea how much of a game changer this is for me. I don't need live translation like this all that regularly, but for the times I need it, it's life changing.
Thank you! Will be subscribing. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtdXhpWGo4UXlkSlluQjNkZDNlQUwxeUo1cmNrS0hiTThYTGxBWHdZVnp5LTFuN3ctZ0tlTHF5d05fdG53UEJkWFhZSVNqdDFTWGtjS1JfbEJBU2dqWUE9PQ== | Z0FBQUFBQm5meDJtRjBlbm04MzdCeWJxRVUtSEZ3b1dQWlBDbXRfb2V1OXo3OWRSVDV4M0pFQmsyTWtFYTFqWWxISUtueUpsRHBkSGhDTkEzRHM0UEZyTTI3VG9IblFaNV9CQnE2MXZFZ1haR25OV3BlcUF6VU12Y3ZNTmI2MGkwSnE4T211SHRLNzV1NEhKOTh5aExhU1VGdmUteW9MY1ZhN2Q5dWR5Tmhxd1Z2M1dQZVowZVJUbE5COVIzaVVqRmxFaUM4V1NYWW55U3NIVkVCTFJPTlVDbnFldWhoUEhDUT09 |
Job experience >>> master's degree
Master's degrees in AI are mostly fluff. Mostly.
It's beneficial to have one but it's more beneficial to have hands-on experience
If you can, I'd suggest working full time in AI/ML Engineering, and studying part time. It's rigorous and soul crushing if your school is competent, but you'll get the best of both worlds. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJteHdQQnB1MDk2V2tmMVdUT2doRW12QjV0aG9WZ1hyVU5jeFhMbFpweTRTU0ctS0pKUEx5RDVIcVVLbEUtVEF5VlI4RFU5UEVFVUpTSWxpa1N2U2ktS2c9PQ== | Z0FBQUFBQm5meDJtbzZNREpLRW91bjIyN09KeE9INF9SYXM5WkFocVRiSDhuMTRVVU52UFg2Vm1KVUdNRDBVX0lqcGFWVVlYbEhvREd2eTZpeXV0WmpOa0FvZ2d4NEdHT2o4bEY4SzJaSXJBbElNSmpZOXMxbkM4Yy1aa1hmUWx3a2xHNXVOU0haaWhxTlgtNGF6LUdKOUUtOFAtLUo3eDJ4alcxa1EwNGpoU2dFdjI0QkRxcHhFMzltT1FBVFVRQzVoZGJKMDVUSGxnOUxFelZmaGN2VHBqZ3FyeWpTa0hDT1F3UXlEN2lTeXZNMTY2dHBMajhxRT0= |
Shaving his … forehead … and … temples? | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtczM0TkM2SkoxOFdNNEQ4TG50Qnd5RkF2bzRlbmxCN3FHU2tpYnB2enVfbXNXWmFoNW81TWFlRDQyTnJMRWl5cE1XbnhXcTR4Ymt3ak9PSDA4clhicEE9PQ== | Z0FBQUFBQm5meDJtVS05TExOMUktdW1STXQtYy1ORG9CSWtya2p1SGpQanVIVDhIM1pCbTczcDBvNnN4dGJJZkY1Z1g5Uy1zbG9vYzdoN2FrdERETGNQeFJiZXdUcFQzYXFxN3d5VXQ1U0FabWNiVmtLeXA2QzdHYTdTWVJwY2hxRktpWXg2S0dhRVZUVXI5YXNHTlhCdmFPVnFLMkVxQU9CWjlBT2stbk0zS0lKLWU3SnJkM2l4MG9wcFhoZXJhQXJuUXN6YXFEZW5l |
Totally | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtck9Md29ES2lkeVU3RHdibzhWTm1PeVNGSE5IRDdNUFE5Q2JRUmE4Y0piX2FEVzlLeEwyNjVzT1h1VnJ3ZVFRcFZ6Rnh4R2JzeUl1OGhwN0l0a0FQMjJuUXZPc3c4Rzd1STd0VlBlcG9NX3M9 | Z0FBQUFBQm5meDJtUzIyOE94UkdicGJHbjRNNmd4Ukx4VE5kb3FacWFfYjBnTlk1RC0yRWIxTDBJcFQxTG5mX2VXd212N0duUHJLdWVaajRvQm0wZ1k3bXMwTXFzT0tQSmlRUnhwM1NVaUVDMkdmN19rY0RQc2tJLUx5YlFmd0kySUlhcGJORnZRN280NE5lQmlrOHV2M1NpWGFDTFZGRWdSN1lNRlhQSnViaU5jQ1ZRc3lqTk91amltaU1WWW44TjJRdzFkWmxDamlKdEUwVFA5QjJ3N3NINUxkZDlCSFd6UT09 |
lol thanks | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtam5ibl9MWkN2VXExTElJSW9LUm5hRFZlWEVjWmROa05CNGFrTFExU3piVEJWdTJtNHp6WmlMUVF1X1FZUTZPV0V5T2Iwc0lyQUNvRDB4WXdSWDdQUm94MVBTd25rUDJIOE9oMjRXc2lna3M9 | Z0FBQUFBQm5meDJtUk1hbWQxRzV4N20taTk1aGRiY3hyRUZERWkzSHNrNXc5TkNrVzR4SWZ5TkF3N2VQZzNIaERpbVVmX1dlSnhnTlBaUlBnQ0U0QnhBcjVmcXJzaWRVRldPOEVnOXdFcENvSXZCS3RpWlp5bm1NM0tRQ1lsdTRQYjhRc0FiT1lncmR0Y0lkOEl6Q3VYNDRUUWswUUpSdDJPWFM3dG5McDgyUmFnUVdrdG9QSmtlQWprbW44TlFjcWc5WTR4Q1FwRDJ0QjRVeGNSZGpEYnpveTdSYzJid2pjWmRoV1h4SlZ2eUcwVHVNWEI0djVoYz0= |
Damn that is good!!! | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtZXdUUTBwTUhiRDdORW5JcFI5ZnJ0SjZXWGE1YVVsQi16dVRLLXZtUTFpbXBCNXdZOEJ5V3h0Z0JKQm1sVVdGekZsMnY4YlRIeENVSTZUZDVzWUJiTEE9PQ== | Z0FBQUFBQm5meDJtam1zenl4TE42X0pKLWkyRWtaMVNzeUl2QjFyTFExSVA5MXdyc1FkWkFaVjZIWUQwaXRYdzRiQTN1QjEzOXhvUGRfMzV6UTJZYWx3a2NNcWhIRDFEQmFUbXpFckJiUHRoT01PSjdtWm5zWnNfeUxva3VxRk5NZzJFX1J1RVVEWEk0OGZENmFJVDY3TkJuY2Z3aTVRZmFjMmtLc1JNLTJZRDdEM1FwbndvYmxjPQ== |
i think there is a point to be made that there's a possibility quantum computing could become consuder-grade and widely available, but it'd probably be a while, if at all before that happens. As for how it could possibly change it, it could make its rate of learning even greater in theory, allowing an llm to figure out stuff no human could, quickly. Of course it's all hypothetical atm. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtMnlkTWpiT3RFaFNhMFJvVThvallwaHZFZWxyWlBQUUx2eGR1WjVqT1prLTBiR0hZMWJ1TWxra1J2b01CZEx4Y0d1TUZtd1BpVmFoMjJDYnE2c1FFS19tdDVyc2dqQXpvNWhiN0JRdUo1MTg9 | Z0FBQUFBQm5meDJtS3NJQ2pQNVZTc2llYVNhTEFJb2p0dDVVX2xJbUx0N2Fnd2RIa0w5VzFXbVc5MHZEZ0RNT1pIMzNOM0htZ3pqRUNHSlJqVzhVbXdMV0dZOTJkckFsVk42eHQ0cFEzak5HOGxmVUE4aXhVVE1paFA2eWtsbjRuR0J5cGk2YXUxNDBJSHZNM3J5Y1hab2taSzlhQnREelpLX282SHY0enp0MlF3UEduYURjcFJ0YWZCeFpudjVPYlQzbEEyYzV4SEJ0Vl9TNFRLQnpxZW5EWVV1dzZMTzE3dEMtYVpnUHZIYzVWZzdXOEZnY2FHbz0= |
If I knew someone who talked to people this way in real life, I would have nothing to do with them. That person didn't say or do anything to harm you. You have no excuse for being so rude to them. You ought to be ashamed. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtcXVWRDJTVXVpZGs1eFdCQVBLY2h1TGlDOElOTzZqY0NiYUVQWmFvZFc4M1dWcWV5VGVSSGxIcS1NNjVhc1hmazNTLWFuVVhHbkN3cnpWMUtvbGgwQ0E9PQ== | Z0FBQUFBQm5meDJtMHlJOGFtYThTTEpCNk1xWXFHZWpMMXZZOTFxNEJIcHhPc1lPQkxOdWk0MXhTQ3JtUXhGdWUxaWNNMlhaaHkxYnNNOFdaeFBOby1SdTA0SnBJVnpCZUV1R1JVbG5YZjdPWDZjbThiemU4UXBQQTVIcF9HTXYxUkdySGdCT2RzYml6Sm1SSnkwZzBfOFFYTGFLNnNDMEhrc3MxTVIycll6U1ZrcnQ0R2FUM3ZQdGFXbEVWRVExaW4xTG41cnZ0bGNnZEZGdkxxcmhFQklPT1NJUEdNWm5RQT09 |
For me combining software engineering practices with ML has been a game changer. I always liked coding as a process but I wasn't really satisfied with most backend engineering which is mostly CRUD. However, as an ML engineer I get to write more interesting and sometimes quite challenging code. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtS1VoZUhVcFZxYkRva1M2VWVJMWdNYmJPSURoWXRaWDJRWERwNWZhUXdBT1FfRnR5cVgta2IxcmVMdGpNWV9JRnluWU1rV05QbEItRVZsYVo2ZzV4UFE9PQ== | Z0FBQUFBQm5meDJtZTJxVUtHdDBjUEVCdHpaLTFsMnh5NlQ1XzBPVjNNZTZaS0lyeVZNa3RKdnptaWJfUG1rcy10aE9TaTVZblIzWmhmNUlmbkNySG1sYm1Yd2lEa2FOVENiWHRxQ2duOS1BUjdQWk95azFPZVRvMTJvbkFkY1J5S1NSY0lRWEpWYjEtSjU3OXh6NVM0VDFqNlI2YnprZlBaS1pFeW5JNnFHVmZoZHBScXRiZHplVFJQOW9PYUNxTTFrZGVHeFpDVUR5WC1yb1d3bmdvQ2dIWlJYMUFQMWZJcVI5ZHdaNzNpUkpVazN3UzB3dnpfWT0= |
From what I understand, Google has been making massive progress with them lately, even uncovering some calcs and physics that would've taken like quite literally millions of years for a human or standard machine to solve. They also even hinted that it may have discovered a multiverse, but that sounds like pollycock. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtTWc0MU14dnA4WGVySHJNNFFLWndITkZCamUzaVI0bnJiam5qSElKQ2JsQ3dVcUt2VC1LMEliS1lZejJZbG1EZW9BRlVLX0YzN19rMUZBeW56SWR3Z1VIV0VCamNfcE1LbmVZN1BINm9UcjQ9 | Z0FBQUFBQm5meDJta21CMVpHNmdFaWVnaXNXal9JQXhWc0lDM3dGRUpQWjhnMTZjV0JUX3FvT0IwSHhoOFpLdExzSF82X19vWDNhemU3SGZFV2dyQ1EwMG4yamtMb1pKbExVZndndzhfMUtJTnltWEVwRlJyWncxdlNJTzh2bHJZTTI5aldkZjd0c1BvOW8tWlZYT3JWS21DVHE2c1NEcm9MajZqOGNHcm9Pa09xdDA3RHRmUlBndXluV3F6VllYTFVWanZ2OEsyQ0NDc0U5bVV4b1ZkQXNZUUNzRGJNeVR2eUUtNmZTZWZhdXZZZDVxUVVYRVRlVT0= |
You might get a job, but it won't be a good/fun/high paying one | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtYnF1NHZHbzFRVWI1bkxyV3gyazNmVHFHcm5iRTNUMWN5S0xNMEVRSWZVUjB4UGNjSk52YmcwOHI2RHozYnZEbjRMb3kzWDRsTG8tTUpBZmZaa3A1aWc9PQ== | Z0FBQUFBQm5meDJtWVNKaE1jR3B2NHB4dF9zSDJxd2ZBODF4UnN6RVg0TkM1WUxBUWpndVdCaWdWLWxjSEc4aVNMQ1UyTkZwZm9qVFVEUWFOOEZQc0hqVndjaGlGTC00VGdqZDlBbF9SeTgyUXpVdmdfYmhmTktBSWRydG9VTWs3SW95djhNcmthU0xkdEJaOXEzbElpWFpzWTduVXJzcWl6X0FhM1Y3b1hRdERRM2lBRXNxRjNmWHpFaHZzSE9xVTNIbEZHbG85SmlFdGl5LUw5dHpsNjRMMXZCelhvd3F6eGhjc3h2YnR1UllCSm51bU1VVWk3Zz0= |
thanks for the good post and sources bro | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtZGRYcmJMTHlXTjd6VlRLTE04RTl0VG9MYmlSVEJDLXRRSWxPUnNMX2hDY2FDRG93aWpUalFmQkpoQVZQbExObnlPNThTVG5TbEFoVnRFZVRscmZXV0lxajN0NnIyRmYwVTE5eE5GTXIwWnM9 | Z0FBQUFBQm5meDJtbEs0UHlQdHR2NG1Fd2RBS1JXUUFJa1R0RkRKOWN0NHlfXzFYd2E4ZXZHMnZYNEFMUmEzRXV5UzVyVS1FUnIxLS0xWmVuVEhhdFhmT0RnaWg5N1k5OU0xUkJqdVd3X2xqc1B6WEYxM2c1WFFtaXdFNWstVFN3TXFMZDNYb3luWUR0U3lGcWhXa0ZrUDkxcFl5ckRvb0dqRXNoVGo2NklYZTJJM200dHlpX1IxSkNwd1MxYUliZmpxZE9RbmJxQ3VHTmc4ZWpPVWlxYzI2SFJYYW9Rd2NXYnV4d2I5bVUyNmpDeW1iQjRRODNVQT0= |
I would agree but I think google's done some cool stuff with quantum computing lately. MS also has their quantum chips that are of course not consumer grade whatsoever or anywhere even close lol | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtM2RlazZfTC03RFNiWWdYVXYyb3J4UlUzMzFRWXpMcFF4SmdScW1QWVZVTXdoQkFhaFhTT2RLM1FvRlZHamkzM0JjRlVZZ0NUeUoyNm04cWRSV2tiYlBhR09qRHNKQVJObnlxWnc5a0FHT2s9 | Z0FBQUFBQm5meDJtQUpzVGFwRk0tQUVCUW1fQTQtNHFUdHVxTVNRQnkyUFBTXzc5SzhCYURmT0VhVVl2R3JKU2dBQWhGcnJLN3BCREZNdkdpci1vcVYyUlVxc0YyRTlhTjBTMXdFcFJ3ejdyYzVNRU1ITlEzeTh1OHhuVnNScmZCTDJ6aENDY2lpQi1sOVBreS05aU1OcS1iSE5PRnU5ZDdCUUUtVTQtdjhSaDBIQjRNSDRkYmpVcHlNSElBMFRnYzVoMWZmOWtrdnVXRXNUZDRGYWtFUUttTWpnbklHVVN4bVpPQ2ZHVWtvNXB1X2o5azVYQUNlND0= |
You seem to have understood the question the best - thanks for the good response, fwiw I agree. I think, especially when we have AGI this year, quantum computing mixed with something like that could end up literally creating technological being damn-near omniscient. But it's still more or less sci fi for now, but easily plausible in just a decade or two I'd say. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtd2tYUlpfbjBfUGNpRXFwdGNINWVZZTYyYlYzbC1tRXgxd0dtZmNLdDRieDdXWUtzdlNQd0M4YURpZDlFODFIbl9xcmJrcWxEcFJ2dWtwU2cwUU9oTzdRdGZBNHFMX0VydnY4ckdIa2dGam89 | Z0FBQUFBQm5meDJtZEVTR1p6UmZIekpjdG1rWmhwM2x0Z1RaMUxubi1WNmo0eER0SnkyWlJUOTNwOUVSbXoyUkVVejlZNzBtNjZSdzZXaUFiczA2RnhiUXJ2RXVTbnR3YVEtX1hnU0NnbUtvTkNqQ1JoU3lHNUllYjRRaGVOV2x5TmZ1enhJU2U5anIwQnVHSlhLUk9teFNpTkVVeWFXQURHd2ktZXhYSks1TjFNLW5rVHF1MTdDeVQ3M2VObjU5WTdLaFU2MFpOdmZvYkE2NHZ1WDB2VHIyOWVqMnR5MTRHTGo1cU9tcnN3MXd3d0FjNjBfRG1VRT0= |
Finance marketing have nothing to do with real-life marketing.
What matters for nVidia CEO is how its stocks is faring. Video cards is not a part of it. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtU3dqOTdCSGdMdVVlUlItQi00d1pWUVBWZ1pZRndkY0ljQllTSmFrNkgtRUF5RUdMcndZTUU3TzJnbzExMVBWQUtyVUlib3VEMlV5QTlYUzdNUGdLR2c9PQ== | Z0FBQUFBQm5meDJtbDhqVTBnRnpIWlBmT2VvNkh4ZWJaZ2VxR05nMzhTUWwyMkdmVFpBbFd2ZEU5WXM3R2NCcUMzVXJRY2hlY0lwaU4wSjZtWHhmZHFkU0x3Z1JJTlVHUnVVWmxCY1hYZ3VsVHMyTlhFcHA3UVZHWlByMTFIbTBTeWQ4WW5HRVVldTdNVFNhSzVHT285WUQwN2FMbXhVYWtEb3RmU0ljNzhETm5fQ0wzekZ3ZGM0Q3dldlpmc241RGJ6ZTVZVmdHNE5vRmtSTlRUaW5JQkFNZEhEc0tnRjZVdz09 |
IMO get a traditional CS masters and get a core understanding of algorithms, operating systems, networking, and other fundamentals. Lots of AI programs are kinda fluffy but the core computing fundamentals will always be valuable, you can teach yourself the AI stuff on YouTube. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtNmhZSnZlRzJvRFNNNTJ0U2NjUm1uRnQyMWlrTGtQTmhybFRxUzZQck5ZYXZhekQySmpqVnpscm1KemFtR0djVDdmQ2I5UGMxSkJUdHNLNmhkeGNYUFE9PQ== | Z0FBQUFBQm5meDJteHEyaDdudEFuc2pZNFMzWlIyNjdMU2lZcFZvR3I3c2JLUGppNmtUbl9Wck9reElIQS1MLXdaUzhjbGlZYU5DNkQ3UmdkNDhXWWdUdGtHbG9wR25kX0hSSC1kS3VjdnNwMXM5Yk9zd2dTMmkwb3NTV012alFaenVHcUVwcmRVNC0zZUwwWDNmLWxfWTBGdm5UcFdaMkRJLW1Xb2Z2bTgxN000YnExemc5clJobzZLb3B1NkJMVUdsMk5XQWM2TjRpTkE0RTlRUFNqdmNacTlxdXhOTGtHUWotTEk4UHZuYjItbGIzcjZMZktTMD0= |
Thank you so much! Please let me know how it is, and any feedback, and I can PM you a discount code for several months! | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtdUs3dUoxNjlQQjhLTEdvZUdEQTJibEllUWcwM2p1Vzc5NWtXT2dNa2NBaTNzNUNvZ3ljbVo1LWpfZGp1QzZfNlZtQVF5NGdwd0gzYXJSMkVscEtIMkE9PQ== | Z0FBQUFBQm5meDJtU19tSVBGTUtSdjd5M0swZXhwd0hmNVJGeTVFNVdhNmE5b2RRa2RVWC11eHFSV1RoMDJldmhrZXh1d2ZyRzZwSWpybzdsOE0yTDUxTUtPeXhiYy0wT003SlZ4UUNkZUJtd1p2dlVPeWZTanRiNDNIdGtrZ1cyMGRpSDh5STVaWGlqM1NIdEMwQlNmZFVxc0pkZ2RqMFRTemhxSzdsRG9Cbkg4eHJ6czJFV0x6d0pIUG5JXzU1ZTNQSXMwSlJrc1EyY0ZZQzl6a1dIb3hwWkJzZEVRZVBiQT09 |
I absolutely promise you AGI is gonna be a very real thing within months. Based on their claims, OpenAI is more than likely to introduce a humanoid model, no, likely multiple. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtMXNJZGY1cHR4MU5fSWlENjRlWUNvUjdkQUFGWTltQWVjZFpzTVlwU0dYdmExbUlXRF9reGY0MU9ta0c0TTdYNlFyYklud0Z4SVBtdGtKWVBVa3Q3U1RXcTZ1TDJ6ZUctVW43S2x2bXdsT2c9 | Z0FBQUFBQm5meDJtRy1Fa2pJLWRoVDZTV3pjUHpzSkNOR2RyY3paYXRNN20wOVpndXJOeE1rdHdfSXZaZ2NudmxBTnBtd0tmZTVCSnd0TDBkVjFrbXZYRU52clRfVV82a21QaVdxejJTSEdvel83RmVCV1hTekh3VzRCWlhxXzJRMTZ1SElRLXM5SXlreG1MRTBPMEpQSXRrWWw0UzFXNUh4d3RzTWdOa21LOWszQlBGZWh1NWhkZV9pdlI3Y3RSWFFDU0JaeVBaT2UtNjR2LUlOaFc3RkxuYkRjRWdNZUxkbnVWRk5RLVVRZlhDVXhnLWZwZFhFZz0= |
\> there is a point to be made that there's a possibility quantum computing could become consuder-grade and widely available,
Have never seen any experts seriously claim this, QC will probably always remain a datacenter product.
\> it could make its rate of learning even greater in theory, allowing an llm to figure out stuff no human could, quickly.
how? based on what theory, what algorithm, what math? | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtbDhQUXRDcnYwM19GWTR5LXJZbzRackVlX3M3S0R6dVprVnFFWVlHZWpKLU13RmcxSF9Jd1c1SFE1T2Z1emtFdTNvVU9fY1BhVXhVWnBzUWZwd3YwTnc9PQ== | Z0FBQUFBQm5meDJtWlJnTlZETWZNMkFsb2EwYXk0S05zLWgwVnNfNVN4NV96dTgzZGkwbkZ4NVlMV1hGTlRlQ3pLOE9TMThCMVNRbzFLZ1AzeDNveUdWZmdCOVZuSE5EY2lEaHpRYnZaRjUxSU5udGs2bWF2akNySG5JdFQzMWNFU25aT1pETXlVcUotUXl4SXhiNjVIOUF2YTBMc0d2bWdCTnJjZEtTNF9FR1dJckxrb3hSY05td1QySHI4VXdSWDFlcFBIR2lkdEl5Xzlya3FtMjhWT3RxT1FXWm1qeWtsMHlTUXR2S0dwenVnYWlIVG1XdVh1WT0= |
How are the original Position Encodings distributed in feature space?
How are RPE distributed?
What is the interplay of these embeddings and LayerNorm (which removes the component parallel to the uniform vector, the vector of ones)? | r/machinelearning | post | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtb0lJR3hLZFlEYXhoYklwOGV2MHgxeFpVcDFnR2d1UFdJa19TWDRLdWJaY1I3eXQ1VFplVUVFLWpZY01HTkVTQUhWWHNaYmZnOExlQ25oLWszc09KcVF4bEFJYVc2bWxLcTVkOENYeVREOUE9 | Z0FBQUFBQm5meDJtUDB2MmVOU3p0QmdiMnFTS0g5ZjFQNTRCcEJvUnEzeTBPbHY0cGJfbE5oUU5LeDdrQktoOHFhY2FZWWlqdWJIZTZ1ZWdtMTlqM2FvdTlWVmh5Y1dyQXgxQ0ZLd3dLWjN5NllGZnVrQzU1QkVOTUgwODQ4X1V2Y0E4YVZLdU5QTERseDg0c21qQVM5dV9QazBDaEpnSVRSQ2lXcTZJVXlQMmZpT3k0ZGQtdXhwMnhQd09jX0JnN0dLd294U21xR1JucnpvcnM4cWVXcjRaSlZybVZReWRzdz09 |
I don't think we can do much, if anything about what happens after the "event horizon", or when it will arrive, or even figure out what will happen on the other side. The genie is out of the bottle.
What we might want to focus on is how we get safely to that event horizon without making ourselves extinct by pursuing our human quarrels with AI-enhanced weapons. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtTHN0aGhGdWFaMFM1a1VOaGJxcHV6OW9rbDFFVVhoYk5Zb1lVM1JqMWJVNC03Z2pTVVFub0Z2Q2xmMmRGNzlWT0xKc3J5aVdOUlNEaW9WdlBtcjNENkE9PQ== | Z0FBQUFBQm5meDJtMXdWSEpWaTVLdTR6U1dQemJOa3hUdG5DMms2dGdOZ3VybmsweVY0RW9yR2ZTajJ0c2VNUnlJZlRSR1hTUTBqVnpUNHhqSWJPbEp0dFFCTFVIclJCWDdsckl2STViMlhEMjIyN2UzeFZNU3VlVGlKOW1QUld6S2xZcTQ0M2Y2SF9IdmdsRDlRcWF2NTlHOTE5M0Z4SV9maXp5TDFUTUhhdEJwdnhJcFNTUUVrPQ== |
ouch! | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJteU8zWnBoZGhQY09Lc3dNMHhoSnZiN0Y3U2hsblQxTGJ5dTE2SW93WTVEYWRCbTNHOW94YUhsNmxZZFVyUnQta3BQMW5hTTVtSXFJSnVpeVBoZ1REMVNhekRQeEk0ZEJiUEFDM3hzTUFZREU9 | Z0FBQUFBQm5meDJtVTdlZlBhUG5KRmxGRXNiRnBDSjhvUDNIVVVGbGhSVVpfVktXTjJZalNxcW9UWTdEb3dsVDhWZ3czdGdxc2Z0OWgyUFVZbF9ZVkJ1amJWX0JZb1dObFM0cDR3R2gwQU5OSm5wV1czMHNTaVpFQkJ5Njg3a2ExNUloV1J2SXBneEhGTkkweHFLZDJUbm5sMFNrM01KMU1SUUpoV2JJNHJ5SWQ0ZEVmdWFXYUZjMXhHU3lzbG1sM0RsODk2NWU4OTlOdlVhLXlVWEhESW1jb0VqdGY0ekpYQT09 |
Many AI detection tools can analyze PDFs and determine if content was generated by AI, but their accuracy varies significantly. Notably, while tools like TraceGPT and Winston AI excel in detecting AI-generated text, they often struggle with content from certain models like Claude, indicating the ongoing challenge of keeping detection capabilities aligned with advancements in AI generation.
* [AI Detector - Trusted AI Checker for ChatGPT, Copilot & Gemini - Scribbr](https://www.scribbr.com/ai-detector/)
* [AI Detector - the Original AI Checker for ChatGPT & More](https://gptzero.me/)
* [AI Detector - Trusted AI Checker for ChatGPT, GPT4 & Gemini](https://www.zerogpt.com/)
^(Hey there, I'm just a bot. I fact-check here and on other content platforms. If you want automatic fact-checks on all content you browse,) [^(download our extension.)](https://critiquebrowser.app) | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtVnBQTm5HNWJMaTlRV0JEYUVxUXU4andMYTZzRlo5UGhmQmp0ODZsNURmSmhWbTlpejRlTm0zZWRDbDNNM2o2OVlxSGIwM0E0MV8tSGczN3RsQ0EwWEtKQ29QQlRxVTh0MHQyX1psZGMwWjA9 | Z0FBQUFBQm5meDJtczJIUjg2NHRBb1o0bXk3cXBjRUpZY0c4OUFJaTdJX1BuQkhjU20yMVFhejZyQ3d1NU1yc3JZWW5mSlljeVJ3STlWS0E5V055b0NaSlQtbFl6SW1XR2Z5YkpQUlA1aGxiY0xlUE1RSUFaUVdWRHBLZFVkRGgzVDNiQ1o3eXBWUm9GZE5Za2FxWHdsUlVURFZxYm5tdGJNcXcwTDRsajhMNGItVlJWODRMUy03X0Z2bHhTNnNpN25KU1NIWGtWbE0t |
Yeah probably, but if there's one thing I've learned it's that tech in this world as unpredictable. As to your second point, I can't remember the specific source or I'd link it to you, but it could be done through something like one of microsoft's quantum chips or as a genuine example, google's quantum PC. The "theory" as you put it is basically google's supercomputer figured out a calculation that would've taken millions upon millions of years for a person or even standard supercomputer to solve. I recommend just looking up "google quantum computer calc" as it's fairly recent news and kinda interesting. But I guess I'd say if you put one of OpenAi's agentic models onto that you could likely have some ridiculous results. But perhaps I'm wrong and quantum computing couldn't change the rate of intellect advancement in an LLM with agency/AGI. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtUG83aWxBcWJNRVZqd3VVZlR1ZFBqYVIzX21naGtWNnAxTkR3ZkFabW9mMldrdWpMRzNfLVF5Q0I5d1RCZ1ZZdkw5SXJDaXhKbm9ESzUxcmtqbUNPZGloQk1waUlKUEpvMzNNT0d0QVl1aGs9 | Z0FBQUFBQm5meDJtY0s2MlV2RVN1QkNRb1ZTSzVHTXhZRjJCY2VlVjg3YXJUejJ3dUszd3JfczdxMnhWSHZBdFNJNWVlbllUdVIwRXJTVUpBcjk0UnUxcE54Y3hiNHdqQWNxN3JtR0p5cjRMa05Udi1FVEpRbG5sMnlOekpYUllJWFdiVTVUcTJCQjRMTWRoVTBsNkdWQ3RXOWhCVUFuTW94OWZzRmhFOG84N3JQYnZ5eDE2ODIzX2hveGtGNUtybFQ4UGFCS2d2R0RQOHJDZ19SeWlPMWhKUGRMeEx4LXpjemcxWS0yRmo5ZThXeE5mS2xWd0gxTT0= |
Right. But don't necessarily go for the best, go for the one with source code and easy to train. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtX2dwOTdid3RxbXh4TjFodEc3WER6eWFaZVZUbm5MVVE2T3c1bld0VmhfSGM5MlJWdG5PVm9Vdjc4R1dITnlVUkVKSEcxUnpMcmJuMnRwOGV4b1l3VnNUV2kxaUpyMjlBN1pWTmtCTkJxZ3c9 | Z0FBQUFBQm5meDJtNjgtWVpkV3Z4MkRneEdkb3dtQU5mb1pYd2lTSGNwMlFuWkxlVWkxWHB4QmRWUXpPSUhiTlQ3OS0xRlc1U2dlY2x5enFIVUFMXy1MdHpBeGpseFRhMUpsakZTUDR4cGRnLVY4bE8zVTU2UVBXVWk0Z0pyRDRQTWk1eFVKN2pzS1k1azJqYmlzTkZzRFVNVzIwXzlxeEg0NkNIS3VaTDV2NE1XbmIzamZvRk11Ym1XTXdVakQ1aVduQUU1b2xaWUdoRE9OdnNDVUZqbGtEWElCRk9aOXlUUkNtTnFUdUVDMFJNYjhEZDQ0U1JpQT0= |
An idea I keep thinking about is guns caused feminism. The invention of guns and subsequent wars and world wars revealed that the winners are whichever country/group can get the most people to manufacture weapons and use those weapons. Thus it became the goal of every nation state to increase productivity, and get every possible human into the workforce, and maximize their productivity. This need made the leverage for women to get the vote, for civil rights, for feminism, for LGBTQ etc. If you want everyone to be equally productive you have to treat everyone equally. But, what if suddenly power was no longer held by the country that could get the most people to make and bear weapons? What if a few people controlling a few drones and their production suddenly could wield power without any need of consent from the governed? All that consent to get widespread buy in to maximize productivity would become an unnecessary cost. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtS24wN21jVS1RWGd3RnB2N2lGRXVkM2RMZmF3d0t4SFo1R2wzRG5QdVcwWGNURUtrd2ZUOF8zelMwbVNuQmFKVlBTS2hMS3pSWE9XUE5ocDIxVVNDVEE9PQ== | Z0FBQUFBQm5meDJtSVk2Qk40RWF6WkdxUWNHX2dwZnFHbFNXaldBU0lZeUFnM0RuTjE5M3RyZEY5c2g2THFNY1ZMWkpkQ0hXdm1qNEszOXdRb2VjWThZSmd0X0hMay1qYWU2S21Sb0JLU1NXV0gtdnFjTGxyUzRLYTdUMEkyMWZCcEFYN1VCa0JhUHV2b3JRc25VblBWVk5qMkYzQ1d3akxMUjk1cW83VlRtNDEyS0JCdW5PUWpBOWhMSXd1Z1hIcFMyVnJDVXplRzhKRm5LMEJVbDZnNjN1RVdrQ1F6WkZ1Zz09 |
Opening a thread on this line of research:
https://ma-lab-berkeley.github.io/CRATE/
As I understand it, the authors basically have framed the process of learning effective representations of data as the problem of finding a dictionary of multivariate gaussians that cover the data distribution with parsimony.
In particular, with sparse coding in terms of features/gaussians.
Building an architecture which takes multiple alternate steps of "clustering" similar vectors and respectively orthogonalizing the vectors from different clusters, they end up with a structure analogous to Vision Transformer.
A MultiHead Attention-like module clusters vectors, brings them closer to local principal directions or manifolds, and a MLP-like module moves this vectors along axes that are mutually more orthogonal.
Mathematically they are approximating a well defined sparse coding rate, hence the white box algorithm, however I can't say the math is more intuitive than that of Transformers.
Indeed, the CLS attention heads of the last layer have interpretable preferences under image classification supervised training, as in DINO (self-supervised) or with SimPool.
This is directly connected to the interpretation of the process, and opens up to explanations of the interpretability and dynamics of DINO.
It is also referred to an architecture blueprint for visual intelligence by George Hinton, the GLOM transformer.
I think the clustering effect of attention is somehow under appreciated in the literature, as much as the action of FFNs in Transformers is under studied.
I wonder if there's a third way mathematically as straightforward as the MLP and as intuitive as the gaussian dictionary of features. | r/machinelearning | post | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtSnhfdEJqX0FJSk1PV0t6N3dlbGJUWjY0NDN4dG1jX1lXRTRGWDNLSWZ1bncyYl9BUWRrMEtWaUoxTzMwYXJxdjVBNnpqbGRhYXpzR3U5MG9EZllMd3NmX0VvbWdSTjlncWlBN0UyNGljN2M9 | Z0FBQUFBQm5meDJtR3R3Mk9FX3c4b2hwRUY2WUQzWkMtdWEyWDJzUW01NWhKMWRLZDNXTzcwYVFtV3pCSWpmeXpncW5rOWFWMnRsWDVjY3czVmM1ZUY5V09CMVVGcHl3OXRqNmVIakt3WGhyWThRaGFkNGM4d2U4YXVJY0hGcGQtV1BkTl9XNXBhRENSNWtCNUpSQWRMSEFjc2lWWmxIZXFqZVJ5X1p5aklFcEFTN1dQeDZqbk9aZzhYV192UEowdllZdEFtTDYyaDVj |
apparently eyebrows aren't in style in the future, because if that dude had a left eyebrow he doesn't any longer | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtVG5IT2FaM2tOajBwbVJxTWY5NUJ0QmZMS0xkWnU2X3REYkZJdmlXZXphdE9BOXlzeXRJRGRTaWRSYjdLdy1CWVFUVmg3c01UZGhwSXExektkQkdyZGc9PQ== | Z0FBQUFBQm5meDJtSkZESlhGM2Y5YnZ1ci1EazktR3JoSklodjFjVWVQYmhHMzlBY1BrMzNOLU9MZkhrcjhJMUxtTWt0eWh4Y28yZ2NIOXJqWkU0SXVDaHBscWhJeUdBQVVaUXVNZjVxYmtJSU9uYlExeGd4QTBFVzNtdDFHWGtvWUl1WDdFYmxLT0ZnSFhVdVM4dTlSbXlWSGFxZDBpUDVGLS11X0VHeDM1Q2Z6RkNTT2RkaUtwMThwVUJ4Y05QZXoxa01Ub3dmbkh4 |
Funny story: today I tried to build a workflow with MS Power Automate. It‘s not possible to hand over a mail to a Copilot instance and then retrieve the output.
How about delivering the straightforward and easy things first? | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtWW5YcXkwTTdKblczOEQwbF9CbDJ1SDhZWE0zUFQ5RzluWlo3VVRrS2o4T0dIQ3oxQ0s1Z0JRTHRVNkRqRXJpVDktZm1odWgzckIzSVpLSzl4eXJVdFE9PQ== | Z0FBQUFBQm5meDJtcWhKVjR4bS0xOVNKTXRydHhmcF9rWV92aUJUaGhiQ0VrVEQ4SUQxVi1QVXVnck1KY1RITUpEeHBnd3dNZ0pBZDREcTFRNF91cFZ0MGxnRzBSRGwwZWEwNnFIdWxJUjhpZ1h0bGdqdXlHNnd1c21qZ21zbUdYdEhkT1RQeE1pV1BqZ280OWg4SE02eGxuMzBZX0hFY1REekFsRGRrTzdvWFdfaFlyX3hqLWVOMmZQd2FVa01ucWwzdTFFakJncTl3NjVkSS1oY1NDOGhQLTJpekdkcEJ5QT09 |
Please add non-paywall link | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtS0YwdmRENTZhS3NueWFZb0hqZXRtLVQ4MTJnVDlmcEpPZ0JqM3lTY1FZcG5SallsZHJYMXpfQy1jVHgtSEpxUkY3eDNUR04yUTY3TWhESURNWXFEQ3FhcmVIeENPNXUxTkpubkp0ZWVrZGc9 | Z0FBQUFBQm5meDJtUzM3anJuUFBhNDdjeTZXbFBELV9GZnhFVVhJRmI5bHBKOGdOa2ZQSEZWcktYcml4RktuQnFQTFM4b2VsRzdzTzEyOExMNVNONjVadHFSWi1BelI3TEJ0eHdhOF9hMjI3OHFDTmFZWTFyRmdpZVBfZXZlUjh1TjZEaTZMNWVwRDU5QWpjaUdmdTJEOXFxbjdjTThKLTZXWTZXcF9nQmJrYWpMY3FuTDRMbjZRNU1xemRLdFBXZ3VvUm5jUjEzU0t5QTFUSFNzSXhZbGx5LUw5TUNaQXVfZz09 |
Post beginner questions in the bi-weekly "Simple Questions Thread", /r/LearnMachineLearning , /r/MLQuestions http://stackoverflow.com/ and career questions in /r/cscareerquestions/ | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtUUJEUWFzSVd1LURQU1F4Y1I0TTg0aFhEemkyU01HdkxVWXYwdHJBeWM4b29CSXlDbHc5ZnlPZkZVZFRjck4wbUsxdF84Q1RHd1ZZblJnblRNamNtWFJtUzR0aWFlUUJjSWpJLWtBdlZWVUU9 | Z0FBQUFBQm5meDJtcjA5RzhGWkxwYnRGYkFub19SS0xUb1ZoY2I3M09qV2xOV3ZkWEMxN2RnTUFnRWJmVzkySGFMS293TWoza1N1b1g5TTV3MDZZRDZ2ZGdNcDQ1V19lUGtzLUNKRnA4RjNJal9qWkpVdktoU25iUW5ISnJ1U1cybUR5TXd0RlZRWXcwTE5YSGozdUJQWGpaR1JoNWlBSkdLMEJ2RUdPMUlPclJPei1TLTNEYTdNMDhJWlVscEhEQTA4bHloWXMyYlRvVk5zV1FrVzhScy1Ib2Z3U0diQ0N3anlldjVZcU5Wc0d2YnJ6YVhMNkxFZz0= |
This isn't an AI, NeMo is for training data preparation, deployment and guardrails. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtRWlJUUNHcGJ4dWRxNm90WndKZnRScG1TUFlMOHlfYzlXU1FlcXVPejBMaG5NcjRDclhGNnowaGE0YnhWRTh3TEtwT1dzQWhJMU9xX1hQRHpaSnJ0aWc9PQ== | Z0FBQUFBQm5meDJtaDMxbHBhTFI4MnpCTGJtalFITXdYVUVuTTYxTVROSERYWjhJUDlfZ2FjaU1taXNoRHRaazR5UnZPWkZJQ1J3c0dJLWZBRUpCazRob0p6RF9ubUJpVERiX2pha3ZrTVBkM1BZcDFxdlVYZFhXbFBMd2hoZUN3b0hPQnh1ODVrVEJLRVdMWGtVNGlENGd1MGFZZU1fLXdqZ19kT0taYnFHWXdnNUJ0aW9xZ3RXSDdNS0I4QTlKN2ZVX2VJVHoweWc0UTdyTVFXYzN3NVBFTElVek9PdEpvUT09 |
Please add non-paywall link | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtX0VISndrYlVtSWoxZWRjRVlOUFgyNmc1MVItU2Q1RlV1c2s1VFYzRU1RQWFPMVRJbWF2WExFOUQyOXBlRm9NU2RvQzhwcDhFVFhGVnV1bE5wR1R2dDBwV3FvU19mYnJKWmFRLWVZcGxCdW89 | Z0FBQUFBQm5meDJtMWZ0b3I2MjNhUjlGUDIyUTZTSTVPUnVZWTJNQWFrRGJXLUlpa0NOYnFTVWhZZ1pmWXh0N1RjSFhsOTdVQnNMUlBmM0RmRFZBeFN4TUhwV1pFSG9qTEg5b25zbThUelJILXNQTXNmUzVyRTVNbTJldEdZRTdNbUR2SThJNDdUZ3lFTTFGMkZNbGtUbmdlVW1xRjBZUzdNb09yWTdGOUJmcEMzM00zaFdudEVmTFd2aU1vQkEwX3hnMUNCNWpoVWhpbWdOQzFwQUNOUEdFeWhsNzQxczhfT2ZEVGdlWk5LNXVzY1J1V2FvelFNUT0= |
\> as you put it is basically google's supercomputer figured out a calculation that would've taken millions upon millions of years for a person or even standard supercomputer to solve.
right, but that was just for the 1 math problem. there's no current theory or proposal as to how to do the LLM math with a quantum computer. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtd09Zb25yWjlBYUlMeDFQdE84REtqdE4xUFNHeUExcHdHZ2RkOXlpS0owTUtocnFWWDZvWnl6MDJuMnNjaTVSOUpUemJBdlpremRqSUc5RzFkNWNyYlE9PQ== | Z0FBQUFBQm5meDJtMXNtZ0o3bjBxVHduZVVKbXZNdm9NU29UVjRnQS1CNlZMcWVWVjlKTE1UaVpiaUtzeFNRd0cxazlVR3pteXNUTTYzVHZnem1VUjBxVERjbUQxWFR4eFhvbnljTElTWkhHMFlZOUV5WUx0NXppM0dueVJkcFMwcHpxNHVRdWM1ZmRjUlUyOW90bGx6MVUyRl92LTRvTVN2Z21TRV94bG05VEgxWlp2SFJxMEEwOEZSMXc4YmluZUZONTB0cVNFamNEcF90UVVtaXRhS1NCWHdXQ1dXbk85WHpuTjdnVjk0Q0kwSFZfMUNaLVMyMD0= |
That all changes without people to buy products because they have no money because there are no more jobs because robots are doing them which creates the complete destruction of the monetary system altogether, which leaves us with no more rich people.
That’s what the post capitalist society will be like and why we are heading there fast. I see us getting there in about 15 years. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtbDJTTkwyU09zMm1oSVZrN2VNYWlta1hMSXBPVjFRbnVsS2drQTEtekZab1FZNkhWV25NS0dnT3hMdGVObWNsTi11Y0dSdzdRbjQ3RGdvV0hKdVVKR1E9PQ== | Z0FBQUFBQm5meDJtbWp4NlBfaG5ZYVZKd0dHVDlXM3dXalVDeUp2VEhxSjBSSC0wOTdmTl92NThGb2wydV9QeVo3XzlrakpNNmxxMFluVzFtQmY3VEpiVjBIalFnbDRkWE1xZlcwRUxiUnE0TUw3WmNzNkRyc1gxOC00VzkwN0JVNmRqbm81YmFLVEpnRW84OGp2cmR0U3Z0TlhYX093NkR3Z3ZvX2tVY2ZId09ydUc0aWt1aXlJPQ== |
No. The path to MLE seems more and more to be either PhD or 5-10 yoe SWE with relevant experience.
If you're struggling to get that first SWE job, maybe MS CS is a good move. The market for juniors is a nightmare right now. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtTlIxM1ppVkdsaENOamV1U2hjaDJfY3dpZFRZQ2lpaUhBbUc2R3Q3WWw1RkFiWXJfMDFtQklEcElRSG9QVkd5aGswcC0wZGlNcnBYb0VubmR0Mm5pdUNwaDF4ZVpOZnMtbFc3S1JXVjF6MGs9 | Z0FBQUFBQm5meDJtTnBIcW9Bd2N0SEk1UFJkd2VaZDd4RlVCSFFkeWNKU3NtaDY1cDBEMXA3dm1nMU4zNWEtMG1RNm5ZSTJhNmRwZFJ4QjJLRmtkNnVGdGcwT3lsa3BGVDhFTG1IaGs3dm1EZVNLMmo0NWJHSmVhTVltUzJVTUx2RWkxVlZBeFZCdDhWc3hMRlVCeEhOVUZSdWVXNmZXV1lFenp6aWpNYlFqZGZwVXdYTGVwRWJ2eW9aZzJnZGlZRlNiT1pEQllDWUc2VHFyUEtUSnExZ1Nmc0d0NHNGLUo1UG02M01oQ0FhVjFxd1FrYkVibWZNUT0= |
RemindMe! -6 months
Yeah sure, whatever you say bud. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtcl9Jc0ZEbTNrSV9QVHRjSmlsbXUyREtoTWlzWkF6NjNQUW5kdDZ2cU5mVG5sQS1BZFRwaXYwcEd6Zld5eUdjTDZsV3VBTXAtYkp5RWlsRHpqZk9pNFE9PQ== | Z0FBQUFBQm5meDJtbElmbjMzcFJhUk1pMmVGN1RrdHdSLUpkZUE1OVNzcy1WQXY5OFNOX3VqTE1TM01jcWRHdmhSWVo3cWd0cDBCMGdIODNVQzFpMFA2VG5PRTRtRkw2a1kwUm52ZWV4VERRVTdkck1mZEoyckE5NzM4eHRBLWRWc1pLZ1AxajFrUFhpam5sRDZ1cHNIemctYlR5YnFNaEpTNmtQbUlpTnhzTkFTaF9IcGNNRkpKSWhNRTd3SFl2NE5VLWY1X0VTNlpPcGU3M21aaEYtVnluRVlXRnA3dl9oT2tROVFrWUFnN1lHSW9zYjJGcktJVT0= |
I'm not sure that's such a great idea, Rick :/ | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtSkZSVlFPS0szM0d0amMzY1JuUXdrNnk2ckI0SUFBM3RxQzdvT01zU0Fpa1I2Z1RKMmNHM3E5Yk9BWjctN3hvcjgyUXBuaWFRZWJJRGdDWjBFaW53UURQa2FSYjlHZWM5LUNkMndVd0dJLTQ9 | Z0FBQUFBQm5meDJtVmptN0huQU9xMjJDbllHbkVsaVNVZDhpR0liUjB2X28wMTdkNW1YWHMtZDNONndJMXB1cHVtcG5kaGtKRUY2TjRWejFvWk5pTGhERjFubm44aVQ1LVktVnNnSDJlak5YY3NFU09ZLUd1U1pISmQ4Yk45am1NRXJYWlBrUE5VbnVNUUJpeUNrWjl0cEJCMkJzS2FJNWE1cVJpMV8zTDZKTDV6bjdRVks2VjNjNTNFLThGRzRlU2VRZjVUazEyWXRaZHU4Um5XcHNTSkk4ckNxLVk5OTVDUT09 |
How fast you get can get useful results on a project without being reliant on anyone else.
Prototyping is so fast that you can try so many things. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtVnI5Q1VkSkdOTW1sTnBVZ01SV19Bck9Oc3dNRkNVXzV5RWJlVVRnZEhlckJ3ZzRacXcyVC1fZDVna2F6WnAtcmw2UlNPV20tWS1yQWxDV0FBUHFQalE9PQ== | Z0FBQUFBQm5meDJtanhsYi01UVh0VWVRblRMc0ZxeTZWcmFBNlFpUC1XQzJwcEVxSURsNE01aDNCTkxyeThPZWVTVEtUc3BDZEJjQ0R1cHpjN3lBSHQzamxtanlxdEFZb1JXQlRfN1kxd1BIUVNISTdFS2h5ekRtT2xoTE1iNU1xMzVQWDJyVTZpcVBUNUJ6aDBCaUhQbEM4TEZDeFdWY21uR1lMcFdkWkRFSHBTdzhVdG03c1JJV2N5NUFUXzNtdjVwNTZsb2xMZjZLNExQaHpHR3hpSnJTS1FYOWROcUJiWTYyTlVuZjB5czZ3QzQ0QS1jOFF5ND0= |
Yeah it's gonna be a whatever you say bud until you see it with your own eyes. Thought it was pretty publicly understood by everyone by this point but guess not. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtcjlHNUNSZmlHb1M2dzJEbTQwYkFUTXZ3QXFUZlZJMVJRUkloWkpSbUV4OGJ6YUt4R2w1aXhhdVJyUGlRdlNlZWd4bzdBRzR0QTk5RG5pQjNXRXE4aHZCU1h4X0Job3h0S19wQmwzckY5VG89 | Z0FBQUFBQm5meDJtbXpGQzVRS0l1aEVKREdTeUllSEFlZnYxZFBoTzF0NHJWOU84OEZqSXJNYVU0NG9TSlluYXA2NmVRZnJzSGEzWHlUeEhLY1daU01qNWpLdnNRY0JVNFR3T3JrUTZoX01DbHF0cmttZW5UYVQtNUU1cW1lbFFKQXRBYkFRSE53Tl9CaVRrZk1sNS1VNDI1b04yZkFLbzdHLU9WLWNaUGtoRVVtVlg4M2JWcmNVZXhWaUJsenl5TGZsRVh3WmRfaDdVNkVHSnhqN1Zra05rSklDMUlfNFJsbm9xY0dzc2ZwUnh0d3lCZXhFWWpZUT0= |
And yet you wouldn't have redditors saying "OMG it's obvious that NASA's end game is literally stealing your life force!"
Actually, you probably would. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtaTNLcWxlTDhYNnFlb2Q0VFo4LUFFbFdZdXU0cUh5N3ZmUVdHeUQ2OGNrVjJiNnp4Nnc4NFptUUVaX1d1X3hNTk1VU0tQSlZ5U3RSczhSOHdLZ2JNNVE9PQ== | Z0FBQUFBQm5meDJtYWVrZm5NOXhXdWJaeVBlRkV2dnhBVW5mQ1dEMk9hVFdsV1JneDV1TmcyeExUenJLb2c5ZHJFcWpmd0lfakhRRVE5ZlZKTEx0VXdDSlNDUTRDbHBvTTBINTIxdmZack95bElBQktiWlVZbU5nbVhRZ04yYWNGVmxQYUlwQVJ4dE1qVnhSS01DWkowTVg1VVhyV3hXaVQ1SndUT05FOGd0X09ScndZN19PSENINEI0bzBmNU53VDh3eng4UDc3VjFFY0xUdWtGaWVpSVRwQ0NOc1p2c25kZz09 |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJteElna25GM1dDdktteWRQOUxZYl9NMVJxNnlBdklOdmF1RnlPNkxpXzdYLXpOZFpkOU9iMmhlM2wwcHk2T3hGSnI4cU8yaE9yU1Izc0l2MVA2X2FEbUE9PQ== | Z0FBQUFBQm5meDJtRHBEd2NIdUk2VkxpSFRkbVd6UUJRd2d2ZmlSRWRpSlFwdWE2R3h4b0h6XzFuSUZNWDRUTUMtaFpvMC0wdnU4dTVuSjVWZGJFdDdRVGswVjRYU0s2UTdvX1pjUnBZZXl6QVFJMFlRd1E3d0E2T1E5Q1NPSzlYSi1PcXRwVW1oMmxsRXdJLWlsTE51S2ZLakhOdUI0SUxoVVBvQXBhT3VBREE0a1JqdFdfZzg4Y3ppeHR1clJVVU5BZTF2eGNGVlFHUTlnRXl1U0lOYlg4NU1fU0VBLVFxN1pZU0NGTHk5b2pNSDdfVFJ2c3lCcz0= |
Is it real or AI generated? Not sure actually. Link? | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtVHgxVEZtNjBOYUNLOUtpSUYtdmxGNWI2RldiakNjRmZUTko3WFBUM1ZNczJoNkl1dXFHQ0N3ekRHUHlpUDZaOWdPR1NqckJfT0hVS0d5RXcwblYtTFE9PQ== | Z0FBQUFBQm5meDJtSGtMRWZ2YjVvT1Y5LVhnVlNldERteTEzSkRQNkJES1hMMHF3dXRFR2RYN3BUOVBmenVsTm9MZkxNUkVXcVp4Mzh3YzlINFN0Nko4X0VrX0JheWJ5U25ta21IWnlSWVp4eW1ZSk5qZUhyUXhpZUJvaTRjTDJzZkU3UHEyakpsSVo4el9pR1NuN3dsYVNPbWhhVmR3U3dWb2xPRGdwOGVTUzNOeTlheURxd3g2VlFJaUhzUFRMQzJ2MkEzM20zQ1JQ |
I like this point | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtQmlKbGxhM0FFUEFQUmpnWFB0cEZjb1lBSUo4eFlCVFpHNTNvdGN2bVI5SmlDV0Y5clI4dmQxRXZ0TEVFaHhKZkZfVTc4T1dYYllSYWNISFl3ZEdKQ2c9PQ== | Z0FBQUFBQm5meDJtSFNjenVrOXRzUTluTFRsTlBhQ2cyd2VXZ1lBYTY1ODhPd1BMVnRTRGFpbUlTRlJKaFk2X2JCR2NUQjNsTTdkWVB1a29oSERxeTJJR2M3SkpYR1FmZ2lXenJqdThPMnFpcnpjU1pXMEEzcTBIQ3ZLd2ktNWw3SnVZNUxMNm5VSS14UFQ5QWwxU1JvSW04b29YWnN1SE1VRU81aUNuVDNKRkw1akZlNk1QZUVmTUFRSW96R0R3ZU9FVjJuYXBrNFhzUHhPZ1dJVUFqX3QyY0phWHptN0tDZDFKRExjOERuVXE1MkZWWTUxcl9Rbz0= |
Yes, but actually no. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtV3QtQ0tHS2RkNW8tZHJhREZpQmoyMlQ1X1ZjS3hEeVNTZ1gtMTRhbjdRZ2d1Y0JoZnRjbndkc2hwcVVsNU96a0pFa2xMVEpxcm9hVUhJdE5PTnBUNlE9PQ== | Z0FBQUFBQm5meDJtTWcwLUhFbE1faHIydDZ5dzdzODA0OUd0cGlWdDExVVlwS0JWb2R6UWdwa1h0cE54X2V5eUJsZlRrVFBZaEdKTlJiWEtWVHRMU2hDSkZzX3N6ZW1DaHFuVnQzZlVCMmE1VTRuUnVnOVBSbmozZWJHQllXVDdaRnZ5Q25vOW9TUUFmY05qVmxyRFpJS09ubFNNZlJuOV9sZ2lONWJKNko3RmZwX3lNc3VZNmpucFJZc3JLY0pZbFFnaWFteThhajIxQ0tHcHpFMFdqTVFyTWV4Qi1rRmRYLWVWQ3ctOG8xMlZ6bGZubm9YR3ZsND0= |
Look at what’s already happening. A global feudal structure is forming. Elites in industrialized countries discovered that people really don’t like it when you turn them into slaves and pollute their land. People will organize and pass laws to protect themselves. But they found a way around it by partnering with elites in third world countries without regulations. We want the luxuries of a first world economy but we don’t want to pay the price so we make somebody else suffer in our place. Making stuff is a cruel dirty and dangerous business.The Chinese government understood the system and was willing to sacrifice its land and people to make our stuff. When we make the next step in social progress they will get their reward and become like us and Africa will be the new China. | r/artificial | comment | r/artificial | 2025-01-07 | Z0FBQUFBQm5meDJtQWdoR2ljYXZmNWJabFA4dTY3aEdJR1BVQV9fLWFBQXRPMEFlN0E1QVk2elV6X1F1QXRBWEk4WWlHem54QnEyQW1mVEZmZGthNmFjeGkzRE81RTVBeVU1SmtaSV9iOVhZLWplNVJ6MUhpTm89 | Z0FBQUFBQm5meDJtVVRaUFloc3BzYkpNOGpzY3dDUlFNTUFSdXdtUXhsQmk0dmF4cDZyOF9aQ3RkbVNReTdzeDBFV3UtbnAzVHVKVnF0YTZXY25sb3BNdzhHLWVVR2Q1YTdqWjNRS2tmOUFpY0t0ZXhsYUxpdV82Sm9XWVk3MUt6NFdFekxFWUsxdWd2aVlRTzBRNGNhSlo3dnpId2tTRElOeXZGdGJ2cVhfRzU1TGJyRFBfbG0tN3F2SG1rNldFNUtaZDFvWWdkQXBLYk9NX2llT002ZFhzUG5uLXpoQTBZUT09 |
I've begun to appreciate the connections between biology and CS, specifically ML, after attending a talk by Mike Levin this past summer. Some (admittedly vague) examples:
\- Organisms as autoencoder-like structures, with eggs/sperm/DNA as the bottleneck
\- Alan Turing's paper "The Chemical Basis of Morphogenesis"
\- Scaling/emergence/collective intelligence of both biological and machine intelligence (we are all collective intelligences!)
\- Analog of neuromodulation in continual ML -- which parameters can/should be modified in order to learn without catastrophic forgetting? When is ***my*** learning rate high vs low (e.g., surprising things are more memorable, traumatic experiences, taking psychedelics, etc.)?
More generally, any biological process corresponds to some algorithm, from embryonic development to healing after a wound to maintaining a constant body temperature. These algorithms tend to be efficient, otherwise they would lose in natural selection. | r/machinelearning | comment | r/MachineLearning | 2025-01-07 | Z0FBQUFBQm5meDJtQzFUMzYyRU02bXlJRGdRRENaaTBPVzBybktRNjVyQWlpaHh2eWRHWGxoMDRhMHhIeDJiRmphclRid1RBUVVNbV8wXzJHV3ZWVE9fME9LUjhRMXN4Y3c9PQ== | Z0FBQUFBQm5meDJtcWFYOHYxMXZhVzNka0Izd3VFWGpUMVBRZnFUNEZLR2V2RjFaS2ZuWUlIS2tzNTdTalE1bUM4WFRwSDY4UkJsMjhCOVZ0Rnh0VENfNEpCU1pJaEJYRlp2YXlmcG5KTFRCNlZ3MVRQeHhCS3lSVTdIenVodVNVVVFMQ2dnUGs4Zk5pZjJHNkJxWm5EU1JITlkwZUNBdTNUZndtMzFlNzJadjhEWHVQUjVhVXBhYVMzdi1ibVNwTVJsbVJGdmhPbzl4UEhNS2sxY1EtWUljTGpRN2ZPVGwxRnBsUWR5Y3I1UG9jaGQ3M010TWFqQT0= |
Subsets and Splits