Model Explainability

• Global Explainability
  • PFI (Permutation Feature Importance)
  • Hstats (Friedman’s H-statistic)
  • PDP (Partial Dependence Plot)
  • ALE (Accumulated Local Effects)
  • Examples
  • References
• Local Explainability
  • LIME (Local Interpretable Model-Agnostic Explanation)
  • SHAP (SHapley Additive exPlanations)
  • Examples
  • References