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Feature Extraction Python Packages

Python packages with the GitHub topic feature-extraction. Sorted by relevance, with stars and monthly downloads.
blue-yonder
tsfresh

Automatic extraction of relevant features from time series:

403K 9K 1K
feature-engine
feature-engine

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

319K 2K 342
lukemelas
efficientnet-pytorch

A PyTorch implementation of EfficientNet

227K 8K 2K
raphaelvallat
antropy

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

143K 369 61
openbraininstitute
efel

Electrophys Feature Extraction Library

55K 9 0
audeering
opensmile

Python package for openSMILE

39K 320 40
upgini
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

37K 349 26
loli
medpy

Medical image processing in Python

35K 618 145
fraunhoferportugal
tsfel

An intuitive library to extract features from time series.

31K 1K 156
scientisst
biosppy

Biosignal Processing in Python

19K 115 31
predict-idlab
tsflex

Flexible time series feature extraction & processing

17K 438 28
antoinebrl
torchextractor

Feature extraction made simple with torchextractor

14K 101 5
ecmwf
pygribjump

Python interface to GribJump

12K 6 2
AutoViML
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.

10K 678 99
sergiud
hogpp

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

8K 12 1
juaml
junifer

Forschungszentrum Jülich Neuroimaging Feature Extractor

8K 15 13
openbraininstitute
bluepyefe

BluePyEfe: Blue Brain Python E-feature extraction

7K 4 0
DynamicsAndNeuralSystems
pyhctsa

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

7K 18 2
productml
blurr-dev

Data aggregation pipeline for running real-time predictive models

5K 4 0
evinism
mistql

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

4K 390 20
astorfi
speechpy

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

4K 883 105
konodyuk
kts

Interactive ML Toolset

3K 17 2
ccipd
collageradiomics

Python Implementation of the CoLlAGe radiomics descriptor. CoLlAGe captures subtle anisotropic differences in disease pathologies by measuring entropy of co-occurrences of voxel-level gradient orientations on imaging computed within a local neighborhood.

3K 20 12
sellemain
galdr

galdr — AI music perception framework. Translates acoustic signal into structures an LLM can encounter. Stateful listener, pattern analysis, harmonic decomposition.

3K 5 0
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