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Which target and metrics to choose for ranking suppliers

In order history, you can use winner label, bid/no-bid, manual removal of supplier and other events. What labels and metrics should I choose for the candidate generator and ranker?

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Which target and metrics to choose for ranking suppliers — interview question — ML Mentor