shapley-values

1 free lesson tagged shapley-values across AI. Each one is a short sequence of focused steps with narration and a five-question quiz at the end — take them in any order, no signup required.

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LIME and SHAP: Attributing a Single Prediction

Two methods dominate local explanation, and both perturb the input. LIME fits a small interpretable model near one prediction. SHAP borrows the Shapley value from game theory and is the unique attribution satisfying local accuracy, missingness and consistency. This lesson builds both mechanisms, compares KernelSHAP with TreeSHAP, and is precise about what a SHAP value does not mean.

11 steps·~17 min

LIME and SHAP: Attributing a Single Prediction

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