├── Algorithmic_Complexity.ipynb ├── DecisionTrees.ipynb ├── Features.ipynb ├── PyData 2019 - Interpretable AI.pdf ├── README.md ├── Resources.md ├── SHAP_TreeEnsembles.ipynb ├── data └── README.md ├── images ├── LIME_illustration.PNG ├── Surrogate_Model.PNG ├── bc_decision_tree.png ├── bc_pr_curve.png ├── bc_rf_shap_benign_case.PNG ├── bc_rf_shap_dependence_wcp_mcp.png ├── bc_rf_shap_interaction_summary_plot.png ├── bc_rf_shap_malignant_case.PNG ├── bc_rf_shap_value_summary_plot.png ├── categorical_correlation.png ├── grades_by_gender.png ├── grades_by_race.png ├── iris_decision_tree.png ├── linear_nonlinear_functions.png ├── math_reading_writing_feature_importances.png ├── pdp_interaction_race_parent_math.png ├── pdp_interaction_race_parent_math_grade_a.PNG ├── pdp_interaction_race_parent_math_grade_a_labelled.PNG ├── pdp_parent_math.png ├── pdp_parent_math_grade_a.PNG ├── pdp_parent_math_grade_af_labelled.PNG ├── pdp_parent_math_grade_f.PNG └── pdp_race_math.png └── models ├── math_model.joblib ├── reading_model.joblib └── writing_model.joblib /Algorithmic_Complexity.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thampiman/interpretability/HEAD/Algorithmic_Complexity.ipynb -------------------------------------------------------------------------------- /DecisionTrees.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thampiman/interpretability/HEAD/DecisionTrees.ipynb -------------------------------------------------------------------------------- /Features.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thampiman/interpretability/HEAD/Features.ipynb -------------------------------------------------------------------------------- /PyData 2019 - Interpretable AI.pdf: 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