Last Updated: November 21, 2025
Technique Comparison
| Method | Strength |
|---|---|
SHAP
|
Consistent local contributions |
LIME
|
Sample-based perturbations |
Partial Dependence
|
Global marginal effects |
Commands
shap.TreeExplainer(model)
Compute SHAP values
LimeTabularExplainer(...)
Wrap dataset for LIME
plot_partial_dependence
Visualize feature curves
Fairness & Guardrails
Monitor disparate impact, audit training data, and document decisions for compliance.
💡 Pro Tip:
Blend global explanations (feature importance) with local (per-sample) insights.