time-series-classification

Open-source projects categorized as time-series-classification
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Language: + Python + Jupyter Notebook + JavaScript
Topics: Machine Learning time-series time-series-analysis Deep Learning Forecasting
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Top 16 time-series-classification Open-Source Projects

  • sktime

    A unified framework for machine learning with time series

  • tsai

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

    • Project mention: Aeon: A unified framework for machine learning with time series | news.ycombinator.com | 2023-06-22

    Also https://github.com/timeseriesAI/tsai

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo

  • tslearn

    The machine learning toolkit for time series analysis in Python

  • dl-4-tsc

    Deep Learning for Time Series Classification

  • aeon

    A toolkit for machine learning from time series

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

  • PyPOTS

    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, forecasting & anomaly detection 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!

  • InceptionTime

    InceptionTime: Finding AlexNet for Time Series Classification

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  • sktime-dl

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

  • awesome-time-series

    Resources for working with time series and sequence data

    • Project mention: awesome-time-series: NEW Data - star count:366.0 | /r/algoprojects | 2023-08-12

  • rocket

    ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels (by angus924)

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

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

  • minirocket

    MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification

  • trainset

    A lightweight web application for brushing labels onto time series data; useful for building training sets.

  • fold

    🪁 A fast Adaptive Machine Learning library for Time-Series, that lets you build, deploy and update composite models easily. An order of magnitude speed-up, combined with flexibility and rigour. This is an internal project - documentation is not updated anymore and substantially differ from the current API. (by dream-faster)

  • dtan

    Official PyTorch implementation for our NeurIPS 2019 paper, Diffeomorphic Temporal Alignment Nets. TensorFlow\Keras version is available at tf_legacy branch.

  • hydra

    HYDRA: Competing convolutional kernels for fast and accurate time series classification (by angus924)

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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).

time-series-classification related posts

  • Aeon: A unified framework for machine learning with time series

    4 projects | news.ycombinator.com | 22 Jun 2023

  • Show HN: Fast Adaptive ML for Time-Series Forecasting

    1 project | news.ycombinator.com | 25 Apr 2023

  • Keras-tuner tuning hyperparam controlling feature size

    2 projects | /r/tensorflow | 14 Feb 2023

  • Does anyone know a trusted Python package for applying Croston's Time series method?

    1 project | /r/pythontips | 4 Dec 2022

  • What is the current state-of-art in sequence classification?

    1 project | /r/learnmachinelearning | 13 Oct 2022

  • I Need Your Help: Convincing Reasons for Python over C# for ML Pipeline?

    1 project | /r/Python | 31 Jan 2022

  • Good python time series libraries?

    1 project | /r/algotrading | 13 Dec 2021
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    www.saashub.com | 7 May 2024
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Index

What are some of the best open-source time-series-classification projects? This list will help you:

Project Stars
1 sktime 7,409
2 tsai 4,703
3 tslearn 2,786
4 dl-4-tsc 1,447
5 aeon 806
6 PyPOTS 668
7 InceptionTime 604
8 sktime-dl 599
9 awesome-time-series 471
10 rocket 399
11 Time-series-classification-and-clustering-with-Reservoir-Computing 320
12 minirocket 267
13 trainset 154
14 fold 87
15 dtan 65
16 hydra 38

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