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Training pointwise-ranker without leaks and distortion in popular goods

You train a boosting-ranker for recommendations on clicks and bundles of images. How to collect a dataset, make a validation split and not retrain on popular products and old shows?

Answer as you would in an interview

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Training pointwise-ranker without leaks and distortion in popular goods — interview question — ML Mentor