Feature engineering Tools Every data scientist and Aspirint must need to know in 2022

Subhash Achutha

2 min readNov 27, 2021

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1. Feature-engine:

Feature-engine: A Python library for Feature Engineering for Machine Learning - 1.1.2

Feature-engine is a Python library with multiple transformers to engineer features for use in machine learning models…

feature-engine.readthedocs.io

GitHub - solegalli/feature_engine: Feature engineering package with sklearn like functionality

Feature-engine is a Python library with multiple transformers to engineer and select features for use in machine…

github.com

2. scikit-learn :

scikit-learn

"We use scikit-learn to support leading-edge basic research [...]" "I think it's the most well-designed ML package I've…

scikit-learn.org

3.category_encoders :

GitHub - scikit-learn-contrib/category_encoders: A library of sklearn compatible categorical…

A set of scikit-learn-style transformers for encoding categorical variables into numeric by means of different…

github.com

4. Featuretools :

Featuretools

Featuretools uses DFS for automated feature engineering. You can combine your raw data with what you know about your…

www.featuretools.com

GitHub - AutoViML/featurewiz: Use advanced feature engineering strategies and select best features…

Use advanced feature engineering strategies and select best features from your data set with a single line of code. …

github.com

6. AutoFeat:

GitHub - cod3licious/autofeat: Linear Prediction Model with Automated Feature Engineering and…

This library contains the AutoFeatRegressor and AutoFeatClassifier models with a similar interface as scikit-learn…

github.com

GitHub - jaswinder9051998/zoofs: zoofs is a Python library for performing feature selection using a…

zoofs is a Python library for performing feature selection using a variety of nature-inspired wrapper algorithms. The…

github.com

If like to explore more tools on Feature engineering Tools please check my github repo

GitHub - achuthasubhash/Complete-Life-Cycle-of-a-Data-Science-Project…

MOTIVATION:Motivation to create this repository to help upcoming aspirants and help to others in the data science field…

github.com

Feature Engineering

Machine Learning

Artificial Intelligence

Subhash Achutha

Written by Subhash Achutha

ANALYST AT ANALYTTICA DATALABAB

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