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So you would make custom transformers for all transformations to be applied to the data? What do you mean scikit-learn can handle production data? When I refer to the whole dataset, I mean before splitting into training/valid/test sets. Couldn't transformations on data that do not cause data leakage be applied on the entire dataset, i.e. before splitting?
