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Top 23 time-series-analysis Open-Source Projects
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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
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flow-forecast
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
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SaaSHub
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Time-LLM
[ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"
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deeptime
Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation
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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
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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.
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matrixprofile
A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.
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automating-technical-analysis
Using data analytics of popular trading strategies and indicators, to identify best trading actions based solely on the price action.
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Project mention: anomaly-detection-resources: NEW Extended Research - star count:7507.0 | /r/algoprojects | 2023-10-24
Project mention: Aeon: A unified framework for machine learning with time series | news.ycombinator.com | 2023-06-22Also https://github.com/timeseriesAI/tsai
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
Yes general LLM models can be used for time series forecasting:
https://github.com/KimMeen/Time-LLM
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 | 2023-06-28Oh, 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!
Project mention: automating-technical-analysis: NEW Data - star count:117.0 | /r/algoprojects | 2023-06-05
time-series-analysis related posts
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Stumpy: Matrix profile time series analysis
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anomaly-detection-resources: NEW Extended Research - star count:7507.0
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anomaly-detection-resources: NEW Extended Research - star count:7507.0
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anomaly-detection-resources: NEW Extended Research - star count:7507.0
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anomaly-detection-resources: NEW Extended Research - star count:7323.0
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awesome-time-series: NEW Data - star count:366.0
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anomaly-detection-resources: NEW Extended Research - star count:7323.0
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A note from our sponsor - SaaSHub
www.saashub.com | 13 May 2024
Index
What are some of the best open-source time-series-analysis projects? This list will help you:
Project | Stars | |
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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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