├── .github └── FUNDING.yml ├── .gitignore ├── 04-linear-regression ├── 1-linear-regression-model.ipynb ├── 2-feature-importance-sklearn.ipynb ├── 3-feature-importance-statsmodels.ipynb ├── 4-local-interpretability-sklearn.ipynb ├── 5-local-interpretability-statsmodels.ipynb ├── 6-multicolinearity.ipynb ├── 7-Lasso.ipynb └── assignment │ ├── assignment.ipynb │ └── solution.ipynb ├── 05-logistic-regression ├── 1-statistical-parameters.ipynb ├── 2-logistic-regression-model.ipynb ├── 3-assessing-coefficients-matrix-multiplication.ipynb ├── 4-assessing-coefficients-bootstrapping.ipynb ├── 5-global-explanation-statsmodels.ipynb ├── 6-global-explanation-sklearn.ipynb ├── 7-local-interpretability-sklearn.ipynb ├── 8-local-interpretability-statsmodels.ipynb └── assignment │ ├── assignment.ipynb │ └── solution.ipynb ├── 06-decision-trees ├── 1-decision-trees-regression-global.ipynb ├── 2-decision-trees-regression-local.ipynb ├── 3-decision-trees-optional-navigating-decision-path.ipynb ├── 4-decision-trees-classification-global.ipynb └── 5-decision-trees-classification-local.ipynb ├── 07-random-forests ├── 1-random-forests-regression-global.ipynb ├── 2-random-forest-regression-local.ipynb ├── 3-random-forests-classification.ipynb └── 4-bagging-logistic-regression.ipynb ├── 08-gradient-boosting-machines ├── 1-gbm-global.ipynb ├── 2-xgboost-global.ipynb ├── 3-lightGBM-global.ipynb ├── 4-gbm-local.ipynb ├── 5-xgboost-local.ipynb ├── 6-xgboost-local-manual.ipynb ├── 7-lightGBM-local.ipynb └── assignment │ ├── assignment.ipynb │ └── solution.ipynb ├── 09-permutation-feature-importance ├── 01-permutation-feature-importance.ipynb └── assigment │ ├── assignment.ipynb │ └── solution.ipynb ├── 10-partial-dependence-plots ├── 1-partial-dependence-plot-manual.ipynb ├── 2-pdp-categorical-variables.ipynb ├── 3-pdp-sklearn.ipynb ├── 4-pdp-sklearn-xgboost.ipynb ├── 5-interaction-pdp-sklearn.ipynb ├── 6-pdpbox.ipynb └── 7-pdp-with-dalex.ipynb ├── 11-ale-plots ├── 1-ale-plot-manual.ipynb 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