Model Perspective
Oct 31, 2022 · Artificial Intelligence
Understanding SHAP: How Shapley Values Explain Black‑Box Models
This article explains the SHAP (Shapley Additive Explanation) method, its theoretical foundations in game theory, the computation of Shapley Values, various algorithmic approximations like TreeSHAP and DeepSHAP, practical code examples, and the strengths and limitations of using SHAP for model interpretability.
SHAPShapley Valuesexplainable AI
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