Feature-engine: A Python package for feature engineering for machine learning
Soledad Galli · The Journal of Open Source Software · 2021
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.