Problem sheet

Linear Model Contributions

feature-attribution · linear-models · baseline

Ranking Attributions

feature-attribution · ranking · explanations

Tracing a Decision Path

decision-trees · interpretable-models · rules

Individual Conditional Expectation

ice · model-agnostic · what-if

Partial Dependence with sklearn.inspection

scikit-learn · explainability · partial-dependence

Partial Dependence by HandOptional

pdp · partial-dependence · global-explanation

Permutation Importance with sklearn.inspection

scikit-learn · explainability · feature-importance

Permutation Feature Importance by HandOptional

permutation-importance · global-explanation · model-agnostic

Occlusion Saliency Map

saliency · occlusion · image-explanations

Global Surrogate and Fidelity

global-surrogate · fidelity · model-agnostic

Exact Shapley Values

shapley-values · shap · game-theory

LIME-style Local Linear Explanation

lime · local-surrogate · weighted-least-squares

Minimal Counterfactual Search

counterfactuals · recourse · search

Integrated Gradients

integrated-gradients · gradient-attribution · completeness

Explain Your House-Price Model

Project idea · explainability · reporting · shap