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Offline and online metrics for similar-items recommendations

Which offline and online metrics would you use for a similar-items recommender, and what pitfalls are easy to miss?

Answer as you would in an interview

Answer aloud or write down a few key points. The text field is optional; the review opens after your attempt.

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Offline and online metrics for similar-items recommendations — interview question — ML Mentor