reservoirpy/reservoirpy

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

Language: Python - Size: 102 MB - Last synced at: 5 days ago - Pushed at: 20 days ago - Stars: 512 - Forks: 116

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.

Language: Python - Size: 50.9 MB - Last synced at: 5 months ago - Pushed at: 9 months ago - Stars: 453 - Forks: 117

FilippoMB/Time-series-classification-and-clustering-with-Reservoir-Computing

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

Language: Python - Size: 15.2 MB - Last synced at: 7 days ago - Pushed at: about 1 month ago - Stars: 376 - Forks: 85

cknd/pyESN

Echo State Networks in Python

Language: Jupyter Notebook - Size: 1.14 MB - Last synced at: 18 days ago - Pushed at: almost 5 years ago - Stars: 304 - Forks: 122

stefanonardo/pytorch-esn

An Echo State Network module for PyTorch.

Language: Python - Size: 302 KB - Last synced at: 5 months ago - Pushed at: about 2 years ago - Stars: 216 - Forks: 44

SciML/ReservoirComputing.jl

Reservoir computing utilities for scientific machine learning (SciML)

Language: Julia - Size: 19.4 MB - Last synced at: 8 days ago - Pushed at: 24 days ago - Stars: 213 - Forks: 38

kalekiu/easyesn

Python library for Reservoir Computing using Echo State Networks

Language: Python - Size: 1.68 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 135 - Forks: 39

pvlachas/RNN-RC-Chaos

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

Language: Python - Size: 282 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 76 - Forks: 32

reservoirpy/awesome-reservoir-computing

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

Size: 26.4 KB - Last synced at: 13 days ago - Pushed at: over 3 years ago - Stars: 47 - Forks: 4

jiahao42/Reservoir 📦

Code for Reservoir computing (Echo state network)

Language: Python - Size: 1.88 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 45 - Forks: 22

blindedjoy/RcTorch

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

Language: Jupyter Notebook - Size: 369 MB - Last synced at: 3 days ago - Pushed at: over 2 years ago - Stars: 44 - Forks: 12

linksense/NNAEC-NeuralNetworkbasedAcousticEchoCancellation

NNAEC-Neural Network based Acoustic Echo Cancellation

Language: Matlab - Size: 2.38 MB - Last synced at: over 1 year ago - Pushed at: about 8 years ago - Stars: 40 - Forks: 20

fabridamicelli/echoes

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

Language: Python - Size: 7.56 MB - Last synced at: 6 days ago - Pushed at: 4 months ago - Stars: 38 - Forks: 8

arvoelke/nengolib

Nengo library of additional extensions

Language: Python - Size: 2.73 MB - Last synced at: 26 days ago - Pushed at: about 2 years ago - Stars: 29 - Forks: 6

FilippoMB/Bidirectional-Deep-readout-Echo-State-Network

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

Language: Python - Size: 10.1 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 25 - Forks: 11

okozelsk/NET 📦

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

Language: C# - Size: 18.7 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 22 - Forks: 6

Devrim-Celik/simple_echo_state_network

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

Language: Python - Size: 94.5 MB - Last synced at: over 1 year ago - Pushed at: about 7 years ago - Stars: 19 - Forks: 7

danieleds/TorchRC

An organized collection of Reservoir Computing models and techniques that is well-integrated within the PyTorch API.

Language: Python - Size: 52.7 KB - Last synced at: 10 days ago - Pushed at: over 2 years ago - Stars: 17 - Forks: 4

ahaeusser/echos

Echo State Networks for Time Series Forecasting

Language: R - Size: 15.6 MB - Last synced at: 20 days ago - Pushed at: about 2 months ago - Stars: 15 - Forks: 1

wangsc1912/ESGNN

[Nature Machine Intelligence 2023] "Echo state graph neural networks with analogue random resistive memory arrays."

Language: Python - Size: 45.7 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 15 - Forks: 4

lfsimoes/mars_express__esn

Tackling ESA's Mars Express Power Challenge with Echo State Networks

Language: Jupyter Notebook - Size: 6.49 MB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 10 - Forks: 1

Pervasive-AI-Lab/ContinualLearning-EchoStateNetworks

Continual Learning with Echo State Networks experiments

Language: Python - Size: 32.2 KB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 8 - Forks: 3

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).

Language: Matlab - Size: 28.3 KB - Last synced at: about 1 year ago - Pushed at: almost 8 years ago - Stars: 8 - Forks: 1

FabioMurgese/computational-neuroscience

Computational Neuroscience projects.

Language: MATLAB - Size: 11 MB - Last synced at: 10 months ago - Pushed at: over 3 years ago - Stars: 7 - Forks: 3

NiziL/esnpy

Out-of-the-box framework for Echo State Networks

Language: Python - Size: 180 KB - Last synced at: 5 days ago - Pushed at: almost 2 years ago - Stars: 6 - Forks: 3

1Reinier/Reservoir

Reservoir is a Python package to train and optimize Echo State Networks

Language: Python - Size: 704 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 4

zimmerrol/rcp_spatio_temporal

Prediction spatio-temporal dynamics using Reservoir Computing

Language: PostScript - Size: 150 MB - Last synced at: 21 days ago - Pushed at: almost 7 years ago - Stars: 6 - Forks: 1

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.

Language: MATLAB - Size: 19.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 0

reservoirpy/reservoirR

Experimental R interface for ReservoirPy

Language: R - Size: 378 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 5 - Forks: 1

anilozdemir/EchoVPR

Repo for EchoVPR: Echo State Networks for Visual Place Recognition

Language: Python - Size: 8.14 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 2

MartinuzziFrancesco/reservoir-computing-examples

Scripts for the examples in the ReservoirComputing.jl documentation

Language: Julia - Size: 440 KB - Last synced at: 27 days ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

danieleds/qc_with_untrained_recurrent_embeddings

Question Classification with Untrained Recurrent Embeddings

Language: Python - Size: 29.3 KB - Last synced at: 17 days ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 2

Shahdsaf/Semi-Supervised-World-Models

A new version of world models using Echo-state networks and random weight-fixed CNNs

Language: Python - Size: 5.84 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 1

VirtualRoyalty/TextGenESN

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

Language: Jupyter Notebook - Size: 3.14 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 2

AdamJamesSheppard/Echo-State-Networks-Nonlinear-Vector-Autoregression-and-Data-Assimilation-for-Chaotic-Systems

Stochastic Processes Comparison of Accuracy: Data Assimilation, Echo State Machines and Nonlinear Vector Autoregressive Learning Methods. ### Comparing discrete and variational data assimilation methods to reservoir computing - machine learning for synthetic chaotic nonlinear dynamical systems

Language: Jupyter Notebook - Size: 1.35 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

GTANAKA-LAB/DTS-ESN

DTS-ESN: an extended ESN model with diverse timescales (Python)

Language: Jupyter Notebook - Size: 272 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 3

moonbeam87/ESN-Visualizer

Dash App to Visualize ESN Time Series Predictions

Language: Python - Size: 399 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 1

Luedman/EchoStateNetworks

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

Language: Jupyter Notebook - Size: 1.14 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 3

joshdey/Thesis

Reservoir Computing Project

Language: Jupyter Notebook - Size: 16.4 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 2

nschaetti/RCNLP

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

Language: OpenEdge ABL - Size: 469 MB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 1

mode89/esn

Echo State Network C/C++/Python

Language: C++ - Size: 280 KB - Last synced at: 4 days ago - Pushed at: over 8 years ago - Stars: 2 - Forks: 1

FloopCZ/echo-state-networks

High-performance Echo State Network simulation, optimization and visualization in modern C++.

Language: C++ - Size: 606 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 1 - Forks: 1

hanbuck30/Pytorch_ESN

Pytorch version of ESN. Learning algorithms include FORCE, inverse matrix, and Gradient Descent. Unlike traditional ESNs, large storage nodes can be used using memory much more efficiently.

Language: Jupyter Notebook - Size: 942 KB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 1 - Forks: 1

dtortorella/dyngraphesn

Dynamic Graph Echo State Networks

Language: MATLAB - Size: 2.18 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 1

antodima/toxic-comment

Kaggle Toxic Comment Classification Challenge models (https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge)

Language: Jupyter Notebook - Size: 53 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

ryanhill1/Classical-RC

Implementations of classical reservoir computing and echo-state network models.

Language: Jupyter Notebook - Size: 468 KB - Last synced at: about 2 months ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 1

CynthiaKoopman/Echo-State-Networks

Implementation of Echo State Networks, a special kind of Recurrent Neural Networks

Language: Jupyter Notebook - Size: 300 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 2

VirtualRoyalty/The-Reservoir-Computing-Basic-Model-and-Software-Implementation-of-the-Neural-Network-ESN

course project

Language: Jupyter Notebook - Size: 6.47 MB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 1 - Forks: 2

Venopacman/esn_research

Reservoir Networks or Echo State Networks jupyter notes

Language: Jupyter Notebook - Size: 63.3 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

Jason-Fu-git/EchoStateNetworkForImageClassification

Source code for the course paper "Echo State Network for Image Classification"

Language: Python - Size: 29.7 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

kasraazizi/ReservoirComputing-with-EchoStateNetworks-for-an-InvertedPendulum-closed-loop-system

Language: Jupyter Notebook - Size: 578 KB - Last synced at: 7 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

ahaeusser/compstat_2024

Slides for the 26th International Conference on Computational Statistics (COMPSTAT 2024)

Language: TeX - Size: 5.82 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

Sopralapanca/thesis-anomaly-detection-esn

In this paper, we propose the use of Echo State Networks, for anomaly detection on-the-edge in aerospace applications. The anomaly detection method uses a nonparametric dynamic threshold to detect anomalous behaviours from the observed data by comparing it to the model's predictions.

Language: Python - Size: 82 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Saran-nns/self_organized_criticality

Criticality analysis on complex networks using Power-law scaling functions, exponential relations, and phase transitions

Language: Python - Size: 188 KB - Last synced at: 7 days ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

irenepisani/Computational_Neuroscience

Language: MATLAB - Size: 26.3 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

icezimmer/HARbyESNs

Human Activity Recognition using Echo State Networks.

Language: MATLAB - Size: 1.81 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

sebabaster/EvoESN

EvoESN: a neuroevolutionary framework for the Echo State Network model

Language: Python - Size: 7.91 MB - Last synced at: 9 months ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

antodima/master-thesis

Federated Echo State Networks for Stress Prediction in the Automotive Use Case. Master Thesis in Artificial Intelligence @ University of Pisa

Language: PostScript - Size: 10.9 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

anilozdemir/Bee-DCD

Repo for Bees outperform vertebrates in a delayed conditional learning task

Language: Jupyter Notebook - Size: 221 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

kuffmode/Causal-influence-decomposition-of-an-ESN

Introducing "Causal Influence Decomposition" and trying it on an Echo State Network.

Language: Jupyter Notebook - Size: 6.02 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

RFLeijenaar/ML-Unfinished-Fugue

Music generation with machine learning: Completing Bach's unfinished Contrapunctus XIV. A variety of models including linear regression, multilayer perceptrons and echo state networks are used as autoregressive models to take on the challenging time-series task.

Language: Jupyter Notebook - Size: 51.2 MB - Last synced at: 5 months ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

dmeoli/ComputationalNeuroscience Fork of FabioMurgese/computational-neuroscience

Code for Computational Neuroscience course 2020/2021 @ UniPi

Language: MATLAB - Size: 11 MB - Last synced at: 12 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 1

antodima/compneuro

Computational Neuroscience models

Language: MATLAB - Size: 6.26 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

aad3sh/ReservoirComputing-ESN

ESN implementation of reservoir computing

Language: Jupyter Notebook - Size: 15.7 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

anilozdemir/Notebooks

Notebooks, learning materials

Language: Jupyter Notebook - Size: 8.79 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

markdouthwaite/reverb

A package of simple reservoir computing tools

Language: Python - Size: 5.86 KB - Last synced at: 9 days ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0

zeqianli/EchoStateNetwork 📦

A simple Python implementation of EchoStateNetwork

Language: Python - Size: 5.86 KB - Last synced at: 26 days ago - Pushed at: almost 7 years ago - Stars: 0 - Forks: 1

R6/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.

Language: Python - Size: 54.4 MB - Last synced at: about 1 year ago - Stars: 0 - Forks: 0

R6/ReservoirComputing.jl

Reservoir computing utilities for scientific machine learning (SciML)

Language: Julia - Size: 11.1 MB - Last synced at: about 1 year ago - Stars: 0 - Forks: 0