echo-state-networks
There are 70 repositories under echo-state-networks topic.
reservoirpy/reservoirpy
A simple and flexible code for Reservoir Computing architectures like Echo State Networks
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.
FilippoMB/Time-series-classification-and-clustering-with-Reservoir-Computing
Implement Reservoir Computing models for time series classification, clustering, forecasting, and much more!
cknd/pyESN
Echo State Networks in Python
stefanonardo/pytorch-esn
An Echo State Network module for PyTorch.
SciML/ReservoirComputing.jl
Reservoir computing utilities for scientific machine learning (SciML)
kalekiu/easyesn
Python library for Reservoir Computing using Echo State Networks
pvlachas/RNN-RC-Chaos
RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
jiahao42/Reservoir
Code for Reservoir computing (Echo state network)
linksense/NNAEC-NeuralNetworkbasedAcousticEchoCancellation
NNAEC-Neural Network based Acoustic Echo Cancellation
reservoirpy/awesome-reservoir-computing
Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).
blindedjoy/RcTorch
a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning
fabridamicelli/echoes
Machine Learning with Echo State Networks, a scikit-learn compatible package.
arvoelke/nengolib
Nengo library of additional extensions
FilippoMB/Bidirectional-Deep-readout-Echo-State-Network
Multivariate time series classification with a bi-directional ESN with a deep neural network readout.
Zheng-Meng/Tracking-Control
Published in Nature Communications: Model-free tracking control of complex dynamical trajectories with machine learning.
okozelsk/NET
Reservoir computing library for .NET. Enables ESN , LSM and hybrid RNNs using analog and spiking neurons working together.
wangsc1912/ESGNN
[Nature Machine Intelligence 2023] "Echo state graph neural networks with analogue random resistive memory arrays."
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.
danieleds/TorchRC
An organized collection of Reservoir Computing models and techniques that is well-integrated within the PyTorch API.
Devrim-Celik/simple_echo_state_network
Echo state network framework, NARMA10 dataset generator as an demonstration supplied.
ahaeusser/echos
Echo State Networks for Time Series Forecasting
lfsimoes/mars_express__esn
Tackling ESA's Mars Express Power Challenge with Echo State Networks
Pervasive-AI-Lab/ContinualLearning-EchoStateNetworks
Continual Learning with Echo State Networks experiments
FabioMurgese/computational-neuroscience
Computational Neuroscience projects.
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).
1Reinier/Reservoir
Reservoir is a Python package to train and optimize Echo State Networks
anilozdemir/EchoVPR
Repo for EchoVPR: Echo State Networks for Visual Place Recognition
NiziL/esnpy
Out-of-the-box framework for Echo State Networks
reservoirpy/reservoirR
Experimental R interface for ReservoirPy
Zheng-Meng/Parameter-Tracking-with-Machine-Learning
Codes for ''Machine-learning parameter tracking with partial state observation'', which published in Physical Review Research.
zimmerrol/rcp_spatio_temporal
Prediction spatio-temporal dynamics using Reservoir Computing
dtortorella/dyngraphesn
Dynamic Graph Echo State Networks
Shahdsaf/Semi-Supervised-World-Models
A new version of world models using Echo-state networks and random weight-fixed CNNs
Luedman/EchoStateNetworks
Implements Echo State Networks, a machine learning concept from reservoir computing
MartinuzziFrancesco/reservoir-computing-examples
Scripts for the examples in the ReservoirComputing.jl documentation