echo-state-networks

There are 12 repositories under echo-state-networks topic.

nschaetti / EchoTorch
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.
python pytorch python-toolkit reservoir-computing echo-state-networks torch machine-learning machine-learning-algorithms machinelearning artificial-intelligence artificial-neural-networks neural-networks recurrent-neural-networks recurrent-networks
Language:Python 441
reservoirpy / reservoirpy
A simple and flexible code for Reservoir Computing architectures like Echo State Networks
esn reservoir echo-state-networks timeseries timeseries-prediction python reservoir-computing timeseries-forecasting machine-learning machine-learning-algorithms recurrent-neural-networks neural-network artificial-intelligence timeseries-analysis
Language:Python 392
cknd / pyESN
Echo State Networks in Python
reservoir-computing echo-state-networks python
Language:Jupyter Notebook 288
stefanonardo / pytorch-esn
An Echo State Network module for PyTorch.
pytorch esn machine-learning echo-state-networks deep-learning recurrent-neural-networks neural-networks reservoir-computing python
Language:Python 206
ReservoirComputing.jl
SciML / ReservoirComputing.jl
Reservoir computing utilities for scientific machine learning (SciML)
reservoir-computing echo-state-networks rnn machine-learning differential-equations scientific-machine-learning sciml julia
Language:Julia 205
kalekiu / easyesn
Python library for Reservoir Computing using Echo State Networks
reservoir-computing echo-state-networks machine-learning rnn recurrent-neural-networks
Language:Python 129
pvlachas / RNN-RC-Chaos
RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
rnn rc chaos echo-state-networks recurrent-neural-networks kuramoto-sivashinsky lorenz-96 lorenz-3d reservoir-computing reservoir-computer backpropagation forecasting esn rnn-tensorflow rnn-gru rnn-lstm
Language:Python 84
jiahao42 / Reservoir
Code for Reservoir computing (Echo state network)
reservoir-computing echo-state-networks recurrent-neural-networks machine-learning
Language:Python 54
linksense / NNAEC-NeuralNetworkbasedAcousticEchoCancellation
NNAEC-Neural Network based Acoustic Echo Cancellation
nnaec-neural-network neural-network acoustic-echo-cancelation echo-state-networks matlab
Language:MATLAB 47
RcTorch
blindedjoy / RcTorch
a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning
artificial-intelligence artificial-neural-networks bayesian-optimization echo-state-networks machine-learning pytorch reservoir-computing
Language:Jupyter Notebook 39
reservoirpy / awesome-reservoir-computing
Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).
echo-state-networks reservoir-computing reccurent-neural-network awesome awesome-list artifical-neural-network rnn esn
35
fabridamicelli / echoes
Machine Learning with Echo State Networks, a scikit-learn compatible package.
python machine-learning reservoir-computing echo-state-networks recurrent-neural-networks neural-network shallow-learning
Language:Python 32
arvoelke / nengolib
Nengo library of additional extensions
spiking-neural-networks spiking-networks dynamical-systems dynamical-modeling echo-state-networks liquid-state-machines neural-engineering-framework nengo delay-systems pade-polynomials leech-lattice kissing-points linear-systems
Language:Python 29
NET
okozelsk / NET
Reservoir computing library for .NET. Enables ESN , LSM and hybrid RNNs using analog and spiking neurons working together.
reservoir-computing echo-state-networks liquid-state-machines feedforward-neural-network activation-functions recurrent-neural-networks regression machine-learning machine-learning-library spiking-neural-networks time-series-forecasting time-series-classification classification multiclass-classification prediction deep-learning csharp dotnet-standard
Language:C# 23
wangsc1912 / ESGNN
[Nature Machine Intelligence 2023] "Echo state graph neural networks with analogue random resistive memory arrays."
echo-state-networks graph-neural-networks in-memory-computing memristor
Language:Python 21
Devrim-Celik / simple_echo_state_network
Echo state network framework, NARMA10 dataset generator as an demonstration supplied.
reservoir-computing echo-state-networks narma10 machine-learning recurrent-neural-networks
Language:Python 19
danieleds / TorchRC
An organized collection of Reservoir Computing models and techniques that is well-integrated within the PyTorch API.
rnn echo-state-networks pytorch recurrent-neural-networks reservoir-computing machine-learning neural-networks library
Language:Python 18
Zheng-Meng / Tracking-Control
Published in Nature Communications: Model-free tracking control of complex dynamical trajectories with machine learning.
chaos machine-learning reservoir-computing tracking-control trajectory-tracking echo-state-networks
Language:MATLAB 15
ahaeusser / echos
Echo State Networks for Time Series Forecasting
echo-state-networks time-series forecasting ridge-regression recurrent-neural-networks reservoir-computing fable fabletools forecast
Language:R 10
lfsimoes / mars_express__esn
Tackling ESA's Mars Express Power Challenge with Echo State Networks
competition data-mining data-science echo-state-networks ensemble-learning mars neural-networks python satellite time-series
Language:Jupyter Notebook 10
Pervasive-AI-Lab / ContinualLearning-EchoStateNetworks
Continual Learning with Echo State Networks experiments
continual-learning lifelong-learning echo-state-networks recurrent-neural-networks catastrophic-forgetting
Language:Python 9
Zheng-Meng / Reservoir-Computing-and-Hyperparameter-Optimization
Reservoir computing for short-and long-term prediction of chaotic systems, with tasks Lorenz and Mackey-Glass systems. Bayesian optimization (hyperparameter optimization algorithm) is used to tune the hyperparameters and improve the performance.
bayesian-optimization chaos hyperparameter-optimization hyperparameter-tuning machine-learning reservoir-computing echo-state-networks
Language:MATLAB 9
FrancescoCrecchi / DropIn-ESN
This repository contains the code used to produce the results presented in the IJCNN 2017 paper "DropIn: Making Reservoir Computing Neural Networks Robust to Missing Inputs by Dropout" by D. Bacciu, F. Crecchi (University of Pisa) and D. Morelli (Biobeats LTD).
machine-learning echo-state-networks research-paper ijcnn2017 dropout drop-in
Language:MATLAB 8
1Reinier / Reservoir
Reservoir is a Python package to train and optimize Echo State Networks
echo-state-networks bayesian-optimization python3
Language:Python 7
FabioMurgese / computational-neuroscience
Computational Neuroscience projects.
hebbian-learning hebbian-plasticity esn echo-state-networks reservoir-computing izhikevich-model hopfield-network narma10 laser mackey-glass rnn hebb oja-rule spiking-neurons
Language:MATLAB 7
anilozdemir / EchoVPR
Repo for EchoVPR: Echo State Networks for Visual Place Recognition
esn visual-place-recognition robotics navigation vpr reservoir-computing echo-state-networks
Language:Python 6
NiziL / esnpy
Out-of-the-box framework for Echo State Networks
machine-learning recurrent-neural-networks reservoir-computing echo-state-networks
Language:Python 6
Shahdsaf / Semi-Supervised-World-Models
A new version of world models using Echo-state networks and random weight-fixed CNNs
world-models rcrc reinforcement-learning ppo echo-state-networks reservoir-computing variational-autoencoder vae-pytorch mdnrnn rnn cma-es car-racing gym proximal-policy-optimization
Language:Python 6
reservoirpy / reservoirR
Experimental R interface for ReservoirPy
machine-learning r echo-state-networks esn machine-learning-algorithms neural-network recurrent-neural-networks reservoir reservoir-computing timeseries timeseries-analysis timeseries-forecasting
Language:R 5
zimmerrol / rcp_spatio_temporal
Prediction spatio-temporal dynamics using Reservoir Computing
reservoir-computing esn echo-state-networks machine-learning biophysics
Language:PostScript 5
dtortorella / dyngraphesn
Dynamic Graph Echo State Networks
graph echo-state-networks esn dynamic-graphs temporal-graphs
Language:MATLAB 4
danieleds / qc_with_untrained_recurrent_embeddings
Question Classification with Untrained Recurrent Embeddings
echo-state-networks machine-learning neural-networks question-classification reservoir-computing
Language:Python 3
Luedman / EchoStateNetworks
Implements Echo State Networks, a machine learning concept from reservoir computing
esn echo-state-networks reservoir-computing machine-learning time-series recurrent-neural-network supervised-learning echo-state
Language:Jupyter Notebook 3
MartinuzziFrancesco / reservoir-computing-examples
Scripts for the examples in the ReservoirComputing.jl documentation
reservoir-computing echo-state-networks machine-learning recurrent-neural-networks
Language:Julia 3
VirtualRoyalty / TextGenESN
The research course project about natural language generation via Echo State Network
echo-state-networks esn reservoir-computing recurrent-neural-networks rnn natural-language-processing natural-language-generation pytorch easyesn
Language:Jupyter Notebook 3
Zheng-Meng / Parameter-Tracking-with-Machine-Learning
Codes for ''Machine-learning parameter tracking with partial state observation'', which published in Physical Review Research.
chaos machine-learning nonlinear-dynamics parameter-estimation reservoir-computing echo-state-networks
Language:MATLAB 3

echo-state-networks

nschaetti / EchoTorch

reservoirpy / reservoirpy

cknd / pyESN

stefanonardo / pytorch-esn

SciML / ReservoirComputing.jl

kalekiu / easyesn

pvlachas / RNN-RC-Chaos

jiahao42 / Reservoir

linksense / NNAEC-NeuralNetworkbasedAcousticEchoCancellation

blindedjoy / RcTorch

reservoirpy / awesome-reservoir-computing

fabridamicelli / echoes

arvoelke / nengolib

okozelsk / NET

wangsc1912 / ESGNN

Devrim-Celik / simple_echo_state_network

danieleds / TorchRC

Zheng-Meng / Tracking-Control

ahaeusser / echos

lfsimoes / mars_express__esn

Pervasive-AI-Lab / ContinualLearning-EchoStateNetworks

Zheng-Meng / Reservoir-Computing-and-Hyperparameter-Optimization

FrancescoCrecchi / DropIn-ESN

1Reinier / Reservoir

FabioMurgese / computational-neuroscience

anilozdemir / EchoVPR

NiziL / esnpy

Shahdsaf / Semi-Supervised-World-Models

reservoirpy / reservoirR

zimmerrol / rcp_spatio_temporal

dtortorella / dyngraphesn

danieleds / qc_with_untrained_recurrent_embeddings

Luedman / EchoStateNetworks

MartinuzziFrancesco / reservoir-computing-examples

VirtualRoyalty / TextGenESN

Zheng-Meng / Parameter-Tracking-with-Machine-Learning