Feature Extraction Python Packages

tsfresh

Automatic extraction of relevant features from time series:

212K 9K 1K

efficientnet-pytorch

A PyTorch implementation of EfficientNet

173K 8K 2K

feature-engine

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

162K 2K 382

antropy

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

87K 379 63

medpy

Medical image processing in Python

45K 624 145

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

36K 358 27

efel

Electrophys Feature Extraction Library

36K 11 0

opensmile

Python package for openSMILE

31K 334 42

biosppy

Biosignal Processing in Python

26K 124 35

junifer

Forschungszentrum Jülich Neuroimaging Feature Extractor

14K 16 13

tsfel

An intuitive library to extract features from time series.

9K 1K 158

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.

7K 511 108

torchextractor

Feature extraction made simple with torchextractor

7K 101 5

bluepyefe

BluePyEfe: Blue Brain Python E-feature extraction

6K 4 0

spacr

spaCR Spatial phenotype analysis of CRISPR–Cas9 screens (spaCR)

6K 8 1

speechpy

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

6K 884 105

hogpp

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

6K 13 1

polytope-python

A library for extracting polytope "features" from datacubes

5K 49 10

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.

5K 684 100

pygribjump

Python interface to GribJump

4K 6 1