Instruction: Discuss how you optimize computational resources for training and deploying machine learning models.
Context: This question probes the candidate's ability to manage and optimize resources efficiently in the context of MLOps.
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The way I'd approach it in an interview is this: I allocate resources based on workload shape, not static assumptions. That means understanding traffic patterns, latency budgets, batch versus online demand, and whether the model can degrade gracefully...