Feature Extraction Python Packages

tsfresh

Automatic extraction of relevant features from time series:

feature-engine

Feature engineering and selection open-source Python library compatible with sklearn.

antropy

AntroPy: entropy and complexity of (EEG) time-series in Python

efficientnet-pytorch

A PyTorch implementation of EfficientNet

efel

Electrophys Feature Extraction Library

opensmile

Python package for openSMILE

medpy

Medical image processing in Python

tsfel

An intuitive library to extract features from time series.

upgini

Data search & enrichment library for Machine Learning → Easily find and add relevant features to your ML & AI pipeline from hundreds of public and premium external data sources, including open & commercial LLMs

biosppy

Biosignal Processing in Python

tsflex

Flexible time series feature extraction & processing

torchextractor

Feature extraction made simple with torchextractor

hogpp

Fast computation of rectangular histogram of oriented gradients (R-HOG) features using integral histogram

pygribjump

Python interface to GribJump

junifer

Forschungszentrum Jülich Neuroimaging Feature Extractor

featurewiz

Use advanced feature engineering strategies and select best features from your data set with a single line of code. Created by Ram Seshadri. Collaborators welcome.

bluepyefe

BluePyEfe: Blue Brain Python E-feature extraction

mistql

A query / expression language for performing computations on JSON-like structures. Built for easy embedding in applications.

polytope-python

A library for extracting polytope "features" from datacubes

pyhctsa

The most comprehensive time-series feature extraction package in Python.

speechpy

:speech_balloon: SpeechPy - A Library for Speech Processing and Recognition: http://speechpy.readthedocs.io/en/latest/

desbordante

Desbordante is a high-performance data profiler that is capable of discovering many different patterns in data using various algorithms. It also allows to run data cleaning scenarios using these algorithms. Desbordante has a console version and an easy-to-use web application.

kts

Interactive ML Toolset

blurr-dev

Data aggregation pipeline for running real-time predictive models