Web Reference: An introduction to explainable AI with Shapley values This is an introduction to explaining machine learning models with Shapley values. Shapley values are a widely used approach from cooperative game theory that come with desirable properties. Jun 17, 2024 · SHapley Additive exPlanations (SHAP) and Local Interpretable Model Agnostic Explanation (LIME) are two widely used XAI methods, particularly with tabular data. Mar 18, 2026 · SHAP and LIME are the two methods that make this possible, and the EU AI Act's August 2026 compliance deadline makes explainability a legal obligation for high-risk AI systems.
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Last Updated: April 3, 2026

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