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Repeatedly withholding subsets of the data during model fitting in order to quantify the model performance on the withheld data subsets.

27 votes
4 answers
3k views

Why is there an asymmetry between the training step and evaluation step?

It is well-known, especially in natural language processing, that machine learning should proceed in two steps, a training step and an evaluation step, and they should use different data. Why is this …
Tamzin Blake's user avatar