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Feedback bias and exploration in recommendations

If you train on feedback from the previous recommender, what biases can appear and how can you reduce them?

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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Feedback bias and exploration in recommendations — interview question — ML Mentor