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Difficulty of Knowing the Best ML Approach in Advance

For a new machine learning problem, it is very difficult to know in advance which approach will work best. Even experienced machine learning researchers usually try out many dozens of ideas before they discover something satisfactory.

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Updated 2026-05-26

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