Feature-engine's creation transformers create and add new features to the dataframe by either combining or transforming existing features.
.. toctree:: :maxdepth: 1 MathFeatures RelativeFeatures CyclicalFeatures DecisionTreeFeatures GeoDistanceTransformer
Check also the following transformer from Scikit-learn: