Introduction: Why “Feature Effect” Visualisations Can Mislead When a machine learning model performs well, the next question is often: why is it predicting this way? Teams want to understand which features drive outcomes, how risk changes with age or income, or how pricing affects conversion. Model interpretability tools help translate complex models into explanations that…
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