Explain the process of transition from monolithic to microservices architecture in ML deployments.
Instruction: Discuss the benefits, challenges, and strategies for transitioning ML deployments from a monolithic to a microservices architecture.
Context: This question tests the candidate's understanding of modern software architecture practices and their application in creating more flexible and scalable ML systems.
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I would move from a monolith to microservices only when the separation buys real operational value, such as independent scaling, clearer ownership, or better...