Retrieving "Shap Shapley Additive Explanations" from the archives

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1. Data Science Fundamentals

   Linked via "SHAP"

   Transparency and Explainability
   The "black box" problem—difficulty interpreting complex model decisions—raises accountability concerns, particularly in high-stakes applications. "Explainable AI" (XAI) methods attempt to illuminate model reasoning through techniques such as LIME and SHAP values.
   Privacy and Data Protection