Model Interpretation and Explainability

Global vs Local Interpretability

Model-Agnostic vs Model-Specific Methods

Intrinsic vs Post-Hoc Interpretability

Permutation Importance

Feature Contribution Methods

Partial Dependence Plots

SHAP Values

LIME Algorithm

Local Surrogate Models

Counterfactual Explanations

Model Distillation

Rule Extraction

Global Surrogate Models

Decision Tree Visualization

Feature Space Visualization

Cluster Visualization

Association Rule Visualization

Network Visualization

Rule-Based Representations

Semantic Networks

Ontologies

Report Generation