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Design On-Device Model Optimization

MediumSystem Design00:00
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Your question is Design On-Device Model Optimization. Take a moment with it on the right.

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Problem

Scenario

You are building an ML feature that runs locally on a mobile device, such as ranking, personalization, or language understanding. The model must fit device limits while keeping quality high across a wide range of hardware, OS versions, and usage patterns.

Question

What considerations do you take into account for model optimization on-device?