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.

Echo State Networks in Python

Library for implementing reservoir computing models (echo state networks) for multivariate time series classification and clustering.

An Echo State Network module for PyTorch.

Python library for Reservoir Computing using Echo State Networks

Reservoir computing utilities for scientific machine learning (SciML)

Code for Reservoir computing (Echo state network)

Reservoir computing library for .NET. Enables ESN , LSM and hybrid RNNs using analog and spiking neurons working together.

RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.

Echo state network framework, NARMA10 dataset generator as an demonstration supplied.

Simulate and analyse complex microcircuits

Reservoir Computing, an RNN flavor

Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"

A Liquid State Machine (LSM) with E-I balanced neurons

EvoDynamic seeks to evolve and develop suitable discrete dynamic models of self-organizing systems based on local interactions.

Python3 Implementation of a Multi-Delay Coupled Reservoir, with a Demonstration on a NARMA10 Dataset.

深層学習以外の機械学習と応用技術 by QuantumCore Advent Calendar 2019

Source code for the CHAracterisation of Reservoir Computers (CHARC) framework

A simple Python implementation of EchoStateNetwork

RCNLP - Echo State Network for Natural Language Processing is a research project about Reservoir Computing for NLP tasks

Prediction spatio-temporal dynamics using Reservoir Computing

The research course project about natural language generation via Echo State Network

Question Classification with Untrained Recurrent Embeddings

PyPi Package of Self Organizing Recurrent Neural Networks (SORN)

Source code for the CHAracterisation of Reservoir Computers (CHARC) framework

computational efficacy of a modular spiking neural network as a function of heterogeneity of delay in the network

Echo State Networks for Time Series Forecasting

Pythonic Machine Learning with Echo State Networks

Implements Echo State Networks, a machine learning concept from reservoir computing

Moka is an application tool developed for the GraphESN-SOM machine learning model.