reservoir-computing

Here are 47 public repositories matching this topic...

reservoirpy / reservoirpy

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

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

Updated May 20, 2025
Python

nschaetti / EchoTorch

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

Updated Jul 25, 2024
Python

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

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

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

Updated Mar 15, 2025
Python

zhouxr6066 / Res-SAM

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Res-SAM Framework for GPR Underground Hazard Detection

sam reservoir-computing gpr b-scan 2d-esn

Updated Apr 16, 2025
Python

stefanonardo / pytorch-esn

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An Echo State Network module for PyTorch.

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

Updated Feb 17, 2023
Python

kalekiu / easyesn

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Python library for Reservoir Computing using Echo State Networks

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

Updated Jan 4, 2021
Python

pvlachas / RNN-RC-Chaos

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

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

Updated Mar 24, 2023
Python

PlasmaControl / PyRCN

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

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

Updated Jul 17, 2024
Python

jiahao42 / Reservoir

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Code for Reservoir computing (Echo state network)

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

Updated Oct 25, 2018
Python

fabridamicelli / echoes

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

python machine-learning neural-network esn recurrent-neural-networks echo-state-networks reservoir-computing shallow-learning esnetwork

Updated May 23, 2025
Python

Saran-nns / sorn

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PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym

machine-learning reinforcement-learning complex-networks reservoir-computing neuroinformatics hopfield-network hebbian-learning autonomous-agents cortical-learning cortical-network point-neurons self-organizing-network neuroplasticity bolzmann-machines neuro-computing brain-inspired-computing sorn self-organizing-criticality associative-networks

Updated Sep 4, 2024
Python

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

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

tensorflow echo-state-networks reservoir-computing time-series-analysis time-series-classification

Updated Mar 15, 2025
Python

LumenPallidium / backprop-alts

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This repository has implementations of various alternatives to backpropagation for training neural networks.

neural-network pytorch reservoir-computing backpropagation hebbian-learning predictive-coding forward-forward-algorithm

Updated Jan 10, 2025
Python

SocratesNFR / EvoDynamic

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EvoDynamic seeks to evolve and develop suitable discrete dynamic models of self-organizing systems based on local interactions.

tensorflow evolution cellular-automata reservoir-computing

Updated May 9, 2025
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Devrim-Celik / simple_echo_state_network

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

machine-learning recurrent-neural-networks echo-state-networks reservoir-computing narma10

Updated Mar 4, 2018
Python

Anurag14 / Inflow-Prediction-Bhakra

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Code for papers Optimal Reservoir Operations using Long Short-Term Memory Network and Bi-directional Storage Capacity and Elevation Level Calculator for Reservoir Operation Management

python tensorflow keras lstm reservoir-computing flood-prediction