Explainable AI and Interpretability

Model-Level Interpretability

Feature Importance

Rule Extraction

Instance-Level Explanations

Counterfactual Explanations

Example-Based Explanations

LIME (Local Interpretable Model-agnostic Explanations)

SHAP (SHapley Additive exPlanations)

Permutation Importance

Partial Dependence Plots

Decision Tree Visualization

Linear Model Coefficients

Neural Network Visualization

Surrogate Models

Rule-Based Explanations

Prototype-Based Explanations