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Time-Series ML Workflow Changes

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Your question is Time-Series ML Workflow Changes. Take a moment with it on the right.

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Problem

They challenged your classification approach and asked whether the problem should instead be treated as a forecasting problem; how would the ML workflow change, including train/test splitting, time dependencies, and evaluation for time-series data?