Scikit-learn Wrapper

Feature-engine’s Scikit-learn wrappers wrap Scikit-learn transformers allowing their implementation only on a selected subset of features.

Other wrappers

The SklearnTransformerWrapper() offers a similar function to the ColumnTransformer class available in Scikit-learn. They differ in the implementation to select the variables.