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Top 11 Python time-series-classification 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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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, 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 | 2023-06-28Oh, 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!
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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rocket
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels (by angus924)
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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)
Project mention: Show HN: Fast Adaptive ML for Time-Series Forecasting | news.ycombinator.com | 2023-04-25 -
hydra
HYDRA: Competing convolutional kernels for fast and accurate time series classification (by angus924)
Python time-series-classification related posts
- Aeon: A unified framework for machine learning with time series
- Show HN: Fast Adaptive ML for Time-Series Forecasting
- Keras-tuner tuning hyperparam controlling feature size
- Does anyone know a trusted Python package for applying Croston's Time series method?
- I Need Your Help: Convincing Reasons for Python over C# for ML Pipeline?
- Good python time series libraries?
- Sktime: Machine Learning for Time Series
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A note from our sponsor - WorkOS
workos.com | 28 Mar 2024
Index
What are some of the best open-source time-series-classification projects in Python? This list will help you:
Project | Stars | |
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1 | sktime | 7,330 |
2 | tslearn | 2,761 |
3 | dl-4-tsc | 1,447 |
4 | aeon | 768 |
5 | PyPOTS | 620 |
6 | sktime-dl | 599 |
7 | InceptionTime | 595 |
8 | rocket | 378 |
9 | minirocket | 257 |
10 | fold | 86 |
11 | hydra | 38 |