- Partial importance
- Partial dependence plots
- SHAP values
- Aggregated SHAP values
Requirements:
- Python 2.7
- numpy
- pandas
- sklearn
- graphviz
- pdpbox
- matplotlib
- shap
Link to full tutorial: https://www.kaggle.com/ml-for-insights-signup?utm_medium=social&utm_source=twitter&utm_campaign=ML-for-insights