Feature-engine: A Python package for feature engineering for machine learning

Feature-engine is an open source Python library with the most exhaustive battery of transformations to engineer and select features for use in machine learning. Feature-engine supports several techniques to impute missing data, encode categorical variables, transform variables mathematically, perform discretization, remove or censor outliers, and combine variables into new features. Feature-engine also hosts an array of algorithms for feature selection.