11 results found Sort:

reservoirpy
reservoirpy reservoirpy
113
499
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 4 months ago
nschaetti
EchoTorch nschaetti
117
469
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 10 months ago
FilippoMB
Time-series-classification-and-clustering-with-Reservoir-Computing FilippoMB
85
371
mit
19
Library for implementing reservoir computing models (echo state networks) for multivariate time series classification, clustering, forecasting, and much more!
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
77 commits to master branch, last one 12 days ago
stefanonardo
pytorch-esn stefanonardo
46
218
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 2 years ago
SciML
ReservoirComputing.jl SciML
39
213
mit
10
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
747 commits to master branch, last one 16 hours ago
kalekiu
easyesn kalekiu
39
136
unknown
8
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
FilippoMB
python-time-series-handbook FilippoMB
26
125
mit
4
Book and material for the course "Time series analysis with Python" (STA-2003)
arima course prophet chaos-theory stationarity kalman-filter moving-average unit-root-test fourier-transform signal-processing non-linear-dynamics reservoir-computing quantitative-finance time-series-analysis exponential-smoothing time-series-clustering time-series-forecasting multivariate-time-series recurrent-neural-networks time-series-classification
Created 2024-04-11
99 commits to main branch, last one 12 days ago
pvlachas
RNN-RC-Chaos pvlachas
36
94
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
PlasmaControl
PyRCN PlasmaControl
19
91
bsd-3-clause
8
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 8 months ago
reservoirpy
awesome-reservoir-computing reservoirpy
4
46
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
blindedjoy
RcTorch blindedjoy
12
44
mit
3
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