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Search options not deleted user 164053

Usually "normalization" means re-expressing univariate data to make values lie within a specified range.

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Scaling, normalization and grid search

You should always scale based on the train data only, otherwise - you are leaking "knowledge" to the test set. Therefore, in K-fold CV you should do k normalizations.
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