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Deploy a Personalized Ranking Model

MediumSystem Design00:00
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The question is on your right: Deploy a Personalized Ranking Model. Take a moment with it first.

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Problem

Scenario

You are shipping a machine learning system that personalizes content ranking in a consumer app. The model performed well offline, but production rollout exposed issues around latency, stale features, and changing user behavior.

Question

What challenges have you faced when deploying machine learning models in production, and how did you overcome them?