DuttaAbhigyan / Echo-State-Networks

Implementation of Echo State Networks

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Echo-State-Networks

Implementation of Echo State Networks. In this repository I try to recreate the Echo State Network form the code form https://mantas.info/code/simple_esn/ by the author Dr. Mantas Lukoševičius and modify it to make it more modular and easy to generalize. The ideas are taken form the paper by the same author:

Mantas Lukoševičius: A practical guide to applying Echo State Networks

The data to test our model working is the same as used by the aforementioned author i.e Mackey Glass data

Modifications:

  • Made the ESN more modular and provided easy to tune hyperparameters
  • Implementations for both already initialized starting state (for testing) and also non-initialized starting state (0's) are provided.

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Implementation of Echo State Networks

License:MIT License


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