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Echo state network implementation on tensorflow
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README.md new fixed example in a jupyter notebook + tested on tf 1.12 Feb 10, 2019
__init__.py Now should work with tf 1.2rc2 Jun 8, 2017
esn_cell.py new fixed example in a jupyter notebook + tested on tf 1.12 Feb 10, 2019
esn_cell_test.py Added an actual test for reservoir dynamics Jun 16, 2017
example.ipynb new fixed example in a jupyter notebook + tested on tf 1.12 Feb 10, 2019
mgdata.dat.txt new fixed example in a jupyter notebook + tested on tf 1.12 Feb 10, 2019

README.md

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 :)

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