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docs: add setup details
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README.md
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- [Streamlit](https://streamlit.io/)
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# Roadmap
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Models:
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- [ ] Add LightGBM
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- [ ] Add decision surface plot(s)
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Documentation:
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- [
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- [ ] Add documentation evaluating models
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- [ ] Add design rationale(s)
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- [ ] Add test/code coverage badge
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- [ ] Add continuous integration badge
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# References
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## Inspiration:
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- Project structure
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[GraphViz Buildpack](https://github.com/weibeld/heroku-buildpack-graphviz)
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-
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## Political, Economic, Social, Technological, Legal and Environmental(PESTLE):
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- [Streamlit](https://streamlit.io/)
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### Hardware initially built on:
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Processor: 11th Gen Intel(R) Core(TM) i7-1165G7 @2.80Ghz, 2803 Mhz, 4 Core(s), 8 Logical Processor(s)
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Memory (RAM): 16GB
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## Local setup
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### Obtain the repo locally and open its root folder
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#### To potentially contribute
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git clone https://github.com/pkiage/tool-credit-risk-modelling.git
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or
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gh repo clone pkiage/tool-credit-risk-modelling
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#### Just to deploy locally
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Download ZIP
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### (optional) Setup virtual environment:
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python -m venv venv
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### (optional) Activate virtual environment:
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#### If using Unix based OS run the following in terminal:
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.\venv\bin\activate
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#### If using Windows run the following in terminal:
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.\venv\Scripts\activate
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### Install requirements by running the following in terminal:
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#### Required packages
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pip install -r requirements.txt
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#### Complete graphviz installation
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https://graphviz.org/download/
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### Run the streamlit app (app.py) by running the following in terminal:
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streamlit run app.py
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## Deployed setup details
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For faster model building and testing (particularly XGBoost) a local setup is recommended.
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Free Heroku dyno type was used to deploy the app
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https://devcenter.heroku.com/articles/dyno-types
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Memory (RAM): 512 MB
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CPU Share: 1x
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Compute: 1x-4x
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Dedicated: no
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Sleeps: yes
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# Roadmap
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Models:
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- [ ] Add LightGBM
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- [ ] Add decision surface plot(s)
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Documentation:
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- [x] Add getting started and usage documentation
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- [ ] Add documentation evaluating models
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- [ ] Add design rationale(s)
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- [ ] Add test/code coverage badge
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- [ ] Add continuous integration badge
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# References
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## Inspiration:
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- Project structure
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[GraphViz Buildpack](https://github.com/weibeld/heroku-buildpack-graphviz)
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- Buildpack used for Heroku deployment
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## Political, Economic, Social, Technological, Legal and Environmental(PESTLE):
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