120Compare SHAP and LIME for explaining model predictions. What does SHAP guarantee that LIME does not?▼mediumGoogleMicrosoftAmazon2 replies◆ premiumBoth explain a single prediction by attributing it to features, but only one rests on a uniqueness theorem. The signal is knowing SHAP's game-theory guarantees, LIME's instability, and when each is the right tool. 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 demand explanations for AI decisions, and the two terms get used loosely. The signal is separating inherently interpretable models from post-hoc explanations and naming the right technique for the stakes.Open full answer →
36Your model denies someone a loan, and they demand to know why. How do you handle the right to explanation?▼hardCapital OneStripeGoogle2 replies◆ premiumFor consequential decisions, 'the model said so' is not a legal answer. Adverse-action notices and the right to explanation constrain what model you can even ship. Here is the governance view.Open full answer →
