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F1-Score vs ROC-AUC

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Welcome to your interview.

The question is on your right: F1-Score vs ROC-AUC. Take a moment with it first.

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Problem

Explain the mathematical and practical differences between the F1-score and ROC-AUC, and when you would prefer one over the other.