These are the things I plan to add to the course
Data validation
- [ ] Add data validation using Great Expectations
Extras
- [ ] Video explaining how to use other build tools for Python: virtualenvs, pipenv, conda.
Completed
- [x] Add link to Streamlit production app
- [x] Add caching to GitHub action to sped it up.
- [x] Update Streamlit app to have 0 downtime while the feature pipeline runs.
- [x] Create an inference pipeline, to have a lighter Streamlit app.
- [x] Add monitoring to the system. Right now we cannot track model drift.
- [x] Add steps to install dependencies using Poetry in the README.md file
- [x] Add GitHub action to automatically re-train the system once a week.