Search Results - RepositoryStats

110

475

mit

17

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

esn python reservoir timeseries neural-network machine-learning echo-state-networks reservoir-computing timeseries-analysis timeseries-prediction timeseries-forecasting artificial-intelligence recurrent-neural-networks machine-learning-algorithms

Created 2018-05-17

715 commits to master branch, last one 2 months ago

EchoTorch nschaetti

117

464

gpl-3.0

18

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.

torch python pytorch python-toolkit machinelearning neural-networks machine-learning recurrent-networks echo-state-networks reservoir-computing artificial-intelligence recurrent-neural-networks artificial-neural-networks machine-learning-algorithms

Created 2017-04-06

705 commits to dev branch, last one 8 months ago

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

85

360

mit

20

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

echo-state-networks reservoir-computing time-series-clustering missing-data-imputation time-series-forecasting probabilistic-forecasting phase-space-reconstruction time-series-classification machine-learning-algorithms

Created 2018-03-13

73 commits to master branch, last one 23 days ago

pytorch-esn stefanonardo

45

217

mit

9

An Echo State Network module for PyTorch.

esn python pytorch deep-learning neural-networks machine-learning echo-state-networks reservoir-computing recurrent-neural-networks

Created 2018-03-25

50 commits to master branch, last one about a year ago

ReservoirComputing.jl SciML

39

210

mit

11

Reservoir computing utilities for scientific machine learning (SciML)

rnn julia sciml machine-learning echo-state-networks reservoir-computing differential-equations scientific-machine-learning

Created 2020-01-16

684 commits to master branch, last one a day ago

easyesn kalekiu

38

134

unknown

9

Python library for Reservoir Computing using Echo State Networks

rnn machine-learning echo-state-networks reservoir-computing recurrent-neural-networks

Created 2017-08-01

143 commits to master branch, last one 4 years ago

python-time-series-handbook FilippoMB

23

115

mit

4

Material for the course "Time series analysis with Python"

Created 2024-04-11

55 commits to main branch, last one 3 months ago

RNN-RC-Chaos pvlachas

36

93

unknown

1

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

rc esn rnn chaos rnn-gru rnn-lstm lorenz-3d lorenz-96 forecasting rnn-tensorflow backpropagation reservoir-computer echo-state-networks reservoir-computing kuramoto-sivashinsky recurrent-neural-networks

Created 2020-02-22

26 commits to master branch, last one 3 years ago

PyRCN PlasmaControl

19

90

bsd-3-clause

9

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

scikit-learn machine-learning echo-state-network reservoir-computing extreme-learning-machine

Created 2020-07-14

796 commits to main branch, last one 6 months ago

awesome-reservoir-computing reservoirpy

3

45

mit

3

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

esn rnn awesome awesome-list echo-state-networks reservoir-computing artifical-neural-network reccurent-neural-network

Created 2021-11-02

14 commits to main branch, last one 3 years ago

RcTorch blindedjoy

12

43

mit

4

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

pytorch machine-learning echo-state-networks reservoir-computing bayesian-optimization artificial-intelligence artificial-neural-networks

Created 2021-01-26

155 commits to master branch, last one 2 years ago