Time-series-classification-and-clustering-with-Reservoir-Computing
Library for implementing reservoir computing models (echo state networks) for multivariate time series classification and clustering. (by FilippoMB)
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 (by timeseriesAI)
Time-series-classification-and-clustering-with-Reservoir-Computing | tsai | |
---|---|---|
1 | 4 | |
320 | 4,690 | |
- | 2.2% | |
7.4 | 7.4 | |
28 days ago | 9 days ago | |
Python | Jupyter Notebook | |
MIT License | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Time-series-classification-and-clustering-with-Reservoir-Computing
Posts with mentions or reviews of Time-series-classification-and-clustering-with-Reservoir-Computing.
We have used some of these posts to build our list of alternatives
and similar projects.
-
Conversion of a dense feedforward neural net to a reservoir computer/ESN in Python/Pytorch
The most helpful, application-wise, seems to be built around this paper. There's an associated github repo, and a lighter intro to it via medium.
tsai
Posts with mentions or reviews of tsai.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-06-22.
-
Aeon: A unified framework for machine learning with time series
Also https://github.com/timeseriesAI/tsai
-
What is the current state-of-art in sequence classification?
You might be interested in tsai. I am not affiliated with them and have not used tsai, but I have been planning to try it for too long … well :p
-
[P] Deep Learning for time series forecasting (neuralforecast, python package)
how about tsai?
- Machine learning with Time series data