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Monitor Deployed ML Systems

Hard
Model EvaluationCross-ValidationCalibrationThreshold Tuning

Problem

How would you evaluate and monitor an ML system after deployment to detect drift or performance regressions?

Practicing as: Applied Scientist interview at Microsoft

Hi, I'll play your Microsoft interviewer for the Applied Scientist role. Candidates describe these interviews as mostly positive and moderately difficult, so expect me to be friendly and conversational. Take your time with the question above and answer like we're in the room.

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