Interpretability

Counterfactual explanations, permutation importance and its traps, SHAP values.

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1. What do SHAP values explain?

Machine LearningInterpretability

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2. What is a limitation of permutation importance?

Machine LearningInterpretability

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3. What is a counterfactual explanation?

Machine LearningInterpretability

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4. Why can permutation importance underrate correlated features?

Machine LearningInterpretability

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5. Zoom In, Zoom Out

interpretabilityglobal-explanations +1

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6. The Marginal Effect

interpretabilitypartial-dependence

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Learning Resources

Interpretable Machine Learning (free book)

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