A simple and flexible code for Reservoir Computing architectures like Echo State Networks

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.

Library for implementing reservoir computing models (echo state networks) for multivariate time series classification, clustering, forecasting, and much more!

Echo State Networks in Python

An Echo State Network module for PyTorch.

Reservoir computing utilities for scientific machine learning (SciML)

Res-SAM Framework for GPR Underground Hazard Detection

Book and material for the course "Time series analysis with Python" (STA-2003)

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.

A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.

Code for Reservoir computing (Echo state network)

Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).

a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning

Machine Learning with Echo State Networks, a scikit-learn compatible package.

PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym

Published in Nature Communications: Model-free tracking control of complex dynamical trajectories with machine learning.

Repository for paper "Hands-on reservoir computing" (NCE, 2022)

Memristor-Network-Reservoir: MATLAB codes for simulating memristor networks and performing reservoir computation.

Multivariate time series classification with a bi-directional ESN with a deep neural network readout.