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Choosing Classification Evaluation Metrics

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Problem

Scenario

You are reviewing a classification model and need to explain how you would evaluate whether it is performing well. The team wants to know which metrics matter and when one metric is more useful than another.

Question

What metrics would you use to evaluate a classification model?