fabridamicelli / echoes

Machine Learning with Echo State Networks, a scikit-learn compatible package.

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echoes

• 🤖 Machine learning with Echo State Networks(ESN)
• 🧱 High level API, scikit-learn compatible API, eg fit-predict interface
• ⚡️ Fast! (Thanks to numba ✨)

Installation and quick start

pip install echoes

See Documentation and example notebooks.

Feedback

Any bugs, suggestions, problems? Just open an issue!

Citing

If you find echoes useful for a publication, then please use the following BibTeX to cite it:

@misc{echoes,
  author = {Damicelli, Fabrizio},
  title = {echoes: Echo State Networks with Python},
  year = {2019},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/fabridamicelli/echoes}},
}

Tests

Run tests with

make test

References

• Reservoir computing approaches to recurrent neural network training, Mantas & Jaeger, 2009
• A Practical Guide to Applying Echo State Networks, Mantas, 2012
• Echo state network (scholarpedia), Jaeger
• Short Term Memory in Echo State Networks, Jaeger, 2001