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Ideally, the test set should be kept in a “vault,” and be brought out only at the end of the data analysis. In case if you don't need to choose an appropriate model from several rivaling approaches, you can just re-partition your set that you basically have only training set and test set, without performing the validation of your trained model. For example, in the deep learning community, tuning the network layer size, hidden unit number, regularization term(wether L1 or L2) depends on the validation set What is the correct way to split the sets? @stmax Not to be pedantic, but once we have our final test error and we are NOT satisfied with the result, what do we do, if we cant tune our model any further? I have often wondered about this [email protected] you can continue tuning the model, but you'll have to collect a new test set.
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