Echo State Networks in Python
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Updated
May 6, 2020 - Jupyter Notebook
Echo State Networks in Python
A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module available to easily create Deep Reservoir Computing models.
A simple and flexible code for Reservoir Computing architectures like Echo State Networks
An Echo State Network module for PyTorch.
Reservoir computing utilities for scientific machine learning (SciML)
Python library for Reservoir Computing using Echo State Networks
RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
Code for Reservoir computing (Echo state network)
NNAEC-Neural Network based Acoustic Echo Cancellation
a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning
Echo state network framework, NARMA10 dataset generator as an demonstration supplied.
Machine Learning with Echo State Networks, a scikit-learn compatible package.
Reservoir computing library for .NET. Enables ESN , LSM and hybrid RNNs using analog and spiking neurons working together.
Nengo library of additional extensions
Reservoir is a Python package to train and optimize Echo State Networks
[Nature Machine Intelligence 2023] "Echo state graph neural networks with analogue random resistive memory arrays."
DTS-ESN: an extended ESN model with diverse timescales (Python)
Published in Nature Communications: Model-free tracking control of complex dynamical trajectories with machine learning.
Computational Neuroscience projects.
Out-of-the-box framework for Echo State Networks
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