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Ranker targets, losses and negative sampling for a social feed

How would you train a feed ranker from likes, comments, shares, bookmarks and non-clicked impressions?

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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Ranker targets, losses and negative sampling for a social feed — interview question — ML Mentor