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For a dataset with a million points, would you use a deep network or KNN, and why?

A million rows does not automatically mean deep learning. The signal is reasoning from dimensionality, data type, inference latency, and label budget, then noting where KNN quietly survives as approximate nearest neighbor. Here is the answer.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

A million rows does not automatically mean deep learning. The signal is reasoning from dimensionality, data type, inference latency, and label budget, then noting where KNN quietly survives as approximate nearest neighbor. Here is the answer.

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