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Monitor and Improve Model Performance

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Your question is Monitor and Improve Model Performance. Take a moment with it on the right.

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Problem

Scenario

You are responsible for a model that is already in production, and the team wants a clear way to watch its performance over time. The main concern is knowing when the model is drifting, when the threshold is no longer right, and when a retrain or rollback is needed.

Question

How would you monitor model performance and implement improvements as necessary?