Time Series Classification Python Packages

sktime

A unified framework for machine learning with time series

tslearn

The machine learning toolkit for time series analysis in Python

pyts

A Python package for time series classification

aeon

A toolkit for time series machine learning and deep learning

tsai

Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

momentfm

MOMENT: A Family of Open Time-series Foundation Models, ICML'24

tsml

A toolkit for time series machine learning algorithms that don't fit in aeon. Use aeon instead if you can!

fabba

An efficient symbolic time series approximation with ABBA.

pytorchtime

A time series package for PyTorch

sequentia

Scikit-Learn compatible HMM and DTW based sequence machine learning algorithms in Python.

convst

Implementation of the Random Dilated Shapelet Transform algorithm along with interpretability tools. ReadTheDocs documentation is not up to date with the current version for now.

reservoir-computing

Library for implementing reservoir computing models (Echo State Networks) for multivariate time series classification, clustering, and forecasting.

tsa-course

Book and material for the course "Time series analysis with Python" (STA-2003)

tck

Kernel similarity for classification and clustering of multi-variate time series with missing values.

wtk

A Wasserstein Subsequence Kernel for Time Series.

deep-rehab-pile

Deep Learning for Skeleton Based Human Motion Rehabilitation Assessment: A Benchmark

weasel-classifier

WEASEL 2.0 - A Random Dilated Dictionary Transform for Fast, Accurate and Constrained Memory Time Series Classification

tisc

Simple model creation and training framework for time series classification in Pytorch

sktime-dl

DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow

data-aug-4-tsc

Re-framing Time Series Augmentation Through the Lens of Generative Models

sktime-legacy

A unified framework for machine learning with time series

skytime

A unified framework for machine learning with time series

timexseries-clustering

Library for Time-Series Clustering-as-a-Service.

sklearn-time

WEASEL 2.0 - A Random Dilated Dictionary Transform for Fast, Accurate and Constrained Memory Time Series Classification