/Tensorflow-EchoStateNetwork

Echo state network implementation on tensorflow

Primary LanguageJupyter NotebookMIT LicenseMIT

Tensorflow-EchoStateNetwork

Echo state network implementation on TensorFlow. The reservoir is provided as an RNNCell.

How to

  • See example.ipynb for an example on how to use the library.
  • Read the docs in esn_cell.py for more in depth details.
  • See PracticalESN for some good advice on how to use Echo State Networks successfully.
    If link is broken search for:

    Lukoševičius, Mantas. "A practical guide to applying echo state networks." Neural networks: Tricks of the trade. Springer, Berlin, Heidelberg, 2012. 659-686.

Tensorflow Versions:

Currently it has been tested on 1.12 on python 2.7. Some older version are supported on dedicated branches.

Contributing

Feel free :)