120Compare SHAP and LIME for explaining model predictions. What does SHAP guarantee that LIME does not?▼mediumGoogleMicrosoftAmazon2 replies◆ premiumBoth explain one prediction by crediting features, but only one is backed by a uniqueness theorem. What interviewers reward is knowing SHAP's game-theory guarantees, LIME's instability, and when each fits. Here is the answer.Open full answer →
11What is the difference between explainability and interpretability, and how do you explain a model's decision?▼mediumGoogleMicrosoftIBM2 replies○ sign inRegulators and enterprises increasingly require explanations for AI decisions, and the two terms get thrown around loosely. What lands is separating inherently interpretable models from post-hoc explanations and picking the right technique for the stakes.Open full answer →
