Feature-engine

Feature-engine is an open-source Python library offering a comprehensive suite of transformers for feature engineering and selection in machine learning. It provides functionality for missing data imputation, categorical encoding, discretisation, outlier handling, feature transformation, creation, and selection. Compatible with Scikit-learn's `fit()` and `transform()` API, Feature-engine currently stands at version 1.9.4 and undergoes routine development with new releases.