One for the ML practitioners working on search and recommendations This piece breaks down why MAP and MRR—metrics that seem perfectly reasonable—can actually steer your ranking evaluation in the wrong direction. Worth a read if you've ever wondered why your "improved" search model didn't feel better in production.
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