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

pip install echoes

See Documentation and example notebooks.

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

Here's a selection of scientific publications using this package to investigate a number of scientific topics:

• Memory-augmented hybrid quantum reservoir computing
• Brain Connectivity meets Reservoir Computing
• A Computational Perspective on the No-Strong-Loops Principle in Brain Networks

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}},
}

Run tests with

make test

• 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