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AI & Machine Learning · Intermediate

SHAP

SHapley Additive exPlanations: a method that attributes a prediction to each feature using game-theoretic Shapley values.

Definition

SHAP provides consistent local explanations for individual predictions and global importance across a dataset. It is used by SageMaker Clarify, Vertex Explainable AI and Azure ML's responsible AI dashboard. LIME is an alternative that fits local surrogate models.

Exam tip

SHAP gives both local (per-prediction) and global feature importance.

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