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Machine Learning: The Engineering Approach
Module 9 of 13
9. Explainable AI (XAI)
1. The Black Box Problem
Your model denied a loan. Why? You need to tell the customer.
2. SHAP (SHapley Additive exPlanations)
Game theory for ML. It calculates how much each feature contributed to the PREDICTION. "Age increased risk by 10%. Income decreased risk by 20%."
3. LIME
Local Interpretable Model-agnostic Explanations.