echoes 0.0.7

Machine Learning with Echo State Networks in Python

echoes

Scikit-learn compatible, high level API for machine learning with Echo State Networks(ESN).

Quick start: See Documentation and examples.

Installation

pip install echoes

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}},
}

Dependencies

• numpy
• sklearn
• pandas
• matplotlib
• seaborn
• numba
• tests:
  • mypy
  • pytest

The code has been tested with Python 3.8.12 and 3.9.7 on Ubuntu 20.04.3 LTS.

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