I always tend to organize every aspect of my experiments with organizers as useful as Pipeline. However, one shouldn’t be passing continuous variables into a OneHotEncoder or vice versa for Scalers. The solution is, split your data, treat them in separate pipelines before merging them together again. Inspired by Scikit Learn Examples.
