Lab5: Local model-agnostic approaches
Resources
Colab:
Colab
Additional reading:
Interpretable ML: Chapter 9
Interpreting Machine Learning Models With SHAP
(LIME) "Why Should I Trust You?": Explaining the Predictions of Any Classifier
(KernelSHAP) A Unified Approach to Interpreting Model Predictions
(TreeSHAP) Consistent Individualized Feature Attribution for Tree Ensembles