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