Tutorials that have been adapted from existing tutorials found on the web/were passed to me by colleagues. The version I've adapted from is included in the directory for that tutorial.
- Interpretable_ML_python_Tjortjoglou.ipynb The original version of this tutorial, with some edits by Shinhan or I.
- InterpretabilityTutorial_AdaptedVersion.ipynb My adapted version of this tutorial. Includes bug fixes for original code and theoretical explanations of the concepts used in the tutorial.
- InterpretabilityTutorial_Supplemental.ipynb Supplementary explanations of concepts used in the tutorial that delve more deeply into the mathematical basis of the techniques or special cases for application. Disclaimer: All of the explanations in the supplemental, as well as the adapted tutorial, are my own understanding of these processes.
- combine_data_since_2000_PROCESSED_2018-04-26.csv The data used in the example in the tutorials.