time-series-analysis

Open-source projects categorized as time-series-analysis

Top 23 time-series-analysis Open-Source Projects

  • anomaly-detection-resources

    Anomaly detection related books, papers, videos, and toolboxes

  • Project mention: anomaly-detection-resources: NEW Extended Research - star count:7507.0 | /r/algoprojects | 2023-10-24
  • sktime

    A unified framework for machine learning with time series

  • 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.

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  • 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

  • stumpy

    STUMPY is a powerful and scalable Python library for modern time series analysis

  • Project mention: Stumpy: Matrix profile time series analysis | news.ycombinator.com | 2024-03-03
  • tslearn

    The machine learning toolkit for time series analysis in Python

  • flow-forecast

    Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

  • tods

    TODS: An Automated Time-series Outlier Detection System

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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  • AlphaPy

    Python AutoML for Trading Systems and Sports Betting

  • Project mention: AlphaPy: machine learning framework built on sklearn and pandas. Support pyfolio/xgboost/lightgmb/catboost(gradient boosting on decision tress) etc. Examples include financial market prediction/sports prediction/kaggle. Configurations are set though | /r/algoprojects | 2023-12-10
  • aeon

    A toolkit for machine learning from time series

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

    [ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"

  • Project mention: karpathy/llm.c | news.ycombinator.com | 2024-04-08

    Yes general LLM models can be used for time series forecasting:

    https://github.com/KimMeen/Time-LLM

  • deeptime

    Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation

  • 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 analysis tasks of imputation, classification, clustering, forecasting & anomaly detection on incomplete (irregularly-sampled) multivariate TS with NaN missing values

  • 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!

  • Auto_TS

    Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.

  • InceptionTime

    InceptionTime: Finding AlexNet for Time Series Classification

  • atspy

    AtsPy: Automated Time Series Models in Python (by @firmai)

  • modeltime

    Modeltime unlocks time series forecast models and machine learning in one framework

  • 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
  • timemachines

    Predict time-series with one line of code.

  • matrixprofile

    A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.

  • scikit-hts

    Hierarchical Time Series Forecasting with a familiar API

  • automating-technical-analysis

    Using data analytics of popular trading strategies and indicators, to identify best trading actions based solely on the price action.

  • Project mention: automating-technical-analysis: NEW Data - star count:117.0 | /r/algoprojects | 2023-06-05
  • empirical-lang

    A language for time-series analysis

  • stingray

    Anything can happen in the next half hour (including spectral timing made easy)!

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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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-analysis related posts

  • Stumpy: Matrix profile time series analysis

    1 project | news.ycombinator.com | 3 Mar 2024
  • anomaly-detection-resources: NEW Extended Research - star count:7507.0

    1 project | /r/algoprojects | 24 Oct 2023
  • anomaly-detection-resources: NEW Extended Research - star count:7507.0

    1 project | /r/algoprojects | 22 Oct 2023
  • anomaly-detection-resources: NEW Extended Research - star count:7507.0

    1 project | /r/algoprojects | 21 Oct 2023
  • anomaly-detection-resources: NEW Extended Research - star count:7323.0

    1 project | /r/algoprojects | 12 Aug 2023
  • awesome-time-series: NEW Data - star count:366.0

    1 project | /r/algoprojects | 12 Aug 2023
  • anomaly-detection-resources: NEW Extended Research - star count:7323.0

    1 project | /r/algoprojects | 11 Aug 2023
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    www.saashub.com | 13 May 2024
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Index

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

Project Stars
1 anomaly-detection-resources 7,911
2 sktime 7,430
3 tsai 4,730
4 stumpy 2,998
5 tslearn 2,796
6 flow-forecast 1,912
7 tods 1,299
8 AlphaPy 1,055
9 aeon 815
10 Time-LLM 781
11 deeptime 702
12 PyPOTS 683
13 Auto_TS 674
14 InceptionTime 605
15 atspy 506
16 modeltime 501
17 awesome-time-series 473
18 timemachines 381
19 matrixprofile 356
20 scikit-hts 219
21 automating-technical-analysis 218
22 empirical-lang 167
23 stingray 162

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