timemachines
tslearn
timemachines | tslearn | |
---|---|---|
10 | 51 | |
380 | 2,786 | |
- | 0.7% | |
3.3 | 6.9 | |
11 months ago | 12 days ago | |
Python | Python | |
MIT License | BSD 2-clause "Simplified" License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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timemachines
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So, You Recommended a Python Time-Series Package … Now What?
Good question. Tried filing a feature request or discussion on their repo? Or one idea would be to chase prophet's residuals, somewhat similar to this: https://github.com/microprediction/timemachines/blob/main/timemachines/skaters/proph/prophskaterscomposed.py
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Is Facebook's “Prophet” the Time-Series Messiah, or Just a Naughty Boy?
I'll try to add notebook examples at https://www.microprediction.com/blog/popular-timeseries-pack... and get some pytorch-forecasting Elo ratings going. As an aside, anyone who wants to see a particular approach get rated is welcome to help! It amounts to creating a "skater" which is a simple functional form of forecasting.
- Simple pure function representations of popular time series packages.
tslearn
What are some alternatives?
scikit-hts - Hierarchical Time Series Forecasting with a familiar API
sktime - A unified framework for machine learning with time series
darts - A python library for user-friendly forecasting and anomaly detection on time series.
sktime-dl - DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow
stingray - Anything can happen in the next half hour (including spectral timing made easy)!
pytorch-forecasting - Time series forecasting with PyTorch
R-Time-Series-Task-View-Supplement - R Time series packages not included in CRAN Task View: Time Series Analysis
neural_prophet - NeuralProphet: A simple forecasting package
Time-series-classification-and-clustering-with-Reservoir-Computing - Library for implementing reservoir computing models (echo state networks) for multivariate time series classification and clustering.
InceptionTime - InceptionTime: Finding AlexNet for Time Series Classification