Top 4 Python time-series-clustering Projects

tslearn

51 2,777 7.2 Python

The machine learning toolkit for time series analysis in Python
aeon

4 802 9.8 Python

A toolkit for conducting machine learning tasks with time series data

Project mention: FLaNK 15 Jan 2024 | dev.to | 2024-01-15

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PyPOTS

50 660 9.6 Python

A Python toolbox/library for reality-centric machine/deep learning and data mining on partially-observed time series with PyTorch, including SOTA neural network models for science tasks of imputation, classification, clustering, and forecasting on incomplete (irregularly-sampled) multivariate time series with NaN missing values/data.

Project mention: Missing values in time series collected from the real world are common to see and very pesky. A new state-of-the-art and fast neural network called SAITS is proposed to impute missing data in partially-observed multivariate time series. The code is open source on GitHub. | /r/datascience | 2023-06-28

Oh, wow, thanks for sharing it here! PyPOTS still has a long way to go, and I'm making it better. If you have any suggestions for PyPOTS, please let me know. Your feedback is always welcome and means a lot to the community of PyPOTS! If you like PyPOTS, please star 🌟 PyPOTS repo on GitHub and share it with people you know who may need it to help others notice this helpful work. Thank you very much!

Time-series-classification-and-clustering-with-Reservoir-Computing

1 314 6.3 Python

Library for implementing reservoir computing models (echo state networks) for multivariate time series classification and clustering.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).