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Monitor Model Performance Over Time

MediumModel Evaluation00:00
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The question is on your right: Monitor Model Performance Over Time. Take a moment with it first.

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Problem

Scenario

You've deployed a model and it looked strong at launch, but the data it sees in production keeps changing. The team wants a plan for watching performance over time and catching drift before it causes business damage.

Question

How would you continuously monitor a deployed model and maintain its performance over time?