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Design ML Microservices Architecture

MediumSystem Design00:00
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Your question is Design ML Microservices Architecture. Take a moment with it on the right.

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Problem

Scenario

You are building a machine learning application that serves predictions to multiple product surfaces. The team wants to split the system into microservices for feature computation, model inference, orchestration, and monitoring, while keeping training and serving aligned.

Question

Discuss the role of microservices in machine learning applications.

What this tests

  • Service boundaries in ML systems
  • Feature store and inference service design
  • Training-serving consistency
  • Operational tradeoffs of microservices