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Design a Fault-Tolerant Web ML Stack

MediumSystem Design00:00
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Your question is Design a Fault-Tolerant Web ML Stack. Take a moment with it on the right.

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Problem

Scenario

You are building a web application that relies on machine learning for core user-facing decisions. The product must stay usable during infrastructure failures, degraded dependencies, and bad model rollouts, while still serving predictions with acceptable quality.

Question

What approaches do you take to ensure high availability and fault tolerance in a web application?