How do you address the challenge of integrating ML models with existing enterprise systems?

Instruction: Describe your approach to seamlessly integrating ML models into the existing IT infrastructure and systems of an organization.

Context: This question assesses the candidate's experience and strategies for integrating ML models within established enterprise ecosystems.

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I start by understanding the interfaces, ownership boundaries, and failure expectations of the existing systems. Integration problems are often less about the model and more about how data contracts, latency expectations, and business workflows fit together.

I prefer narrow,...

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