Topic: reservoir-computing Goto Github

👇 Here are 95 public repositories matching this topic...

ahaeusser / echos
reservoir-computing,Echo State Networks for Time Series Forecasting
User: ahaeusser
Home Page: https://ahaeusser.github.io/echos/
echo-state-networks fable fabletools forecast forecasting recurrent-neural-networks reservoir-computing ridge-regression time-series

andrekovac / reservoir-persistent-memory
reservoir-computing,Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"
User: andrekovac
simulation matlab reservoir-computing

anilozdemir / echovpr
reservoir-computing,Repo for EchoVPR: Echo State Networks for Visual Place Recognition
User: anilozdemir
Home Page: https://anilozdemir.github.io/EchoVPR/
esn visual-place-recognition robotics navigation vpr reservoir-computing echo-state-networks

anurag14 / inflow-prediction-bhakra
reservoir-computing,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
User: anurag14
Home Page: https://arxiv.org/abs/2109.04255
reservoir-computing python lstm flood-prediction keras tensorflow

arcomano1234 / speedy-ml
reservoir-computing,Fortran code that combines the atmospheric general circulation model (AGCM) SPEEDY with a reservoir computing-based machine learning algorithm for weather prediction and climate simulations.
User: arcomano1234
climate machine-learning nwp reservoir-computing weather

baronefr / rhavok-analysis
reservoir-computing,A review of HAVOK and Reservoir computing for chaotic dynamics forecast
User: baronefr
applied-mathematics deep-learning dynamics havok reservoir-computing

blindedjoy / rctorch
reservoir-computing,a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning
User: blindedjoy
artificial-intelligence artificial-neural-networks bayesian-optimization echo-state-networks machine-learning pytorch reservoir-computing

cknd / pyesn
reservoir-computing,Echo State Networks in Python
User: cknd
reservoir-computing echo-state-networks python

corentinlger / er-mrl
reservoir-computing,Code for the "Evolving Reservoirs for Meta Reinforcement Learning" paper
User: corentinlger
evolutionary-algorithms meta-reinforcement-learning reservoir-computing reinforcement-learning

danieleds / torchrc
reservoir-computing,An organized collection of Reservoir Computing models and techniques that is well-integrated within the PyTorch API.
User: danieleds
Home Page: https://torchrc.readthedocs.io
rnn echo-state-networks pytorch recurrent-neural-networks reservoir-computing machine-learning neural-networks library

devrim-celik / multi_delay-coupled_reservoir
reservoir-computing,Python3 Implementation of a Multi-Delay Coupled Reservoir, with a Demonstration on a NARMA10 Dataset.
User: devrim-celik
reservoir-computing delay-coupled-reservoir dcr narma10 recurrent-neural-networks machine-learning

devrim-celik / simple_echo_state_network
reservoir-computing,Echo state network framework, NARMA10 dataset generator as an demonstration supplied.
User: devrim-celik
reservoir-computing echo-state-networks narma10 machine-learning recurrent-neural-networks

fabiomurgese / computational-neuroscience
reservoir-computing,Computational Neuroscience projects.
User: fabiomurgese
echo-state-networks esn hebb hebbian-learning hebbian-plasticity hopfield-network izhikevich-model laser mackey-glass narma10 oja-rule reservoir-computing rnn spiking-neurons

fabridamicelli / echoes
reservoir-computing,Machine Learning with Echo State Networks, a scikit-learn compatible package.
User: fabridamicelli
Home Page: https://fabridamicelli.github.io/echoes/
echo-state-networks machine-learning neural-network python recurrent-neural-networks reservoir-computing shallow-learning

filippomb / bidirectional-deep-readout-echo-state-network
reservoir-computing,Multi-variate time series classification with a bi-directional ESN with a readout implemented as a deep neural network.
User: filippomb
Home Page: https://arxiv.org/abs/1711.06509
machine-learning reservoir-computing tensorflow time-series-classification

filippomb / pyramidal-reservoir-graph-neural-networks
reservoir-computing,Software implementation of Pyramidal Reservoir Graph Neural Networks
User: filippomb
Home Page: https://arxiv.org/abs/2104.04710
graph-classification graph-neural-networks graph-pooling reservoir-computing

filippomb / python-time-series-handbook
reservoir-computing,Material for the course "Time series analysis with Python"
User: filippomb
Home Page: https://filippomb.github.io/python-time-series-handbook/
arima chaos-theory course exponential-smoothing fourier-transform kalman-filter moving-average multivariate-time-series non-linear-dynamics prophet

filippomb / time-series-classification-and-clustering-with-reservoir-computing
reservoir-computing,Library for implementing reservoir computing models (echo state networks) for multivariate time series classification and clustering.
User: filippomb
Home Page: https://reservoir-computing.readthedocs.io/en/latest/
machine-learning-algorithms reservoir-computing time-series-classification time-series-clustering

foamscience / openrsr
reservoir-computing,Open Reservoir Simulation Research Project. This is the open source version of the code resulting from Fadeli Mohamed Elwardi's Master Thesis which was an attempt to show the potential of Open Source Software in the field of Reservoir Engineering by developing an extensible library using OpenFOAM (Foam-Extend) as a base.
User: foamscience
cfd reservoir-simulation reservoir-computing cpp python openfoam foam-extend reservoir-modeling

gtanaka-lab / memristor-network-reservoir
reservoir-computing,Memristor-Network-Reservoir: MATLAB codes for simulating memristor networks and performing reservoir computation.
User: gtanaka-lab
classification matlab memristors reservoir-computing

jiahao42 / reservoir
reservoir-computing,Code for Reservoir computing (Echo state network)
User: jiahao42
reservoir-computing echo-state-networks recurrent-neural-networks machine-learning

kalekiu / easyesn
reservoir-computing,Python library for Reservoir Computing using Echo State Networks
Organization: kalekiu
echo-state-networks machine-learning recurrent-neural-networks reservoir-computing rnn

lumenpallidium / backprop-alts
reservoir-computing,This repository has implementations of various alternatives to backpropagation for training neural networks.
User: lumenpallidium
backpropagation forward-forward-algorithm hebbian-learning neural-network predictive-coding pytorch reservoir-computing

lw-kong / long-term-memory-in-rc
reservoir-computing,Reservoir-computing based associative memory and itinerancy for complex dynamical attractors
User: lw-kong
reservoir-computing memory-models nonlinear-dynamics

lw-kong / reservoir_with_a_parameter_channel_prr2021
reservoir-computing,Codes of our publication: Kong, Ling-Wei, Hua-Wei Fan, Celso Grebogi, and Ying-Cheng Lai. "Machine learning prediction of critical transition and system collapse." Physical Review Research 3, no. 1 (2021): 013090.
User: lw-kong
bifurcations critical-transitions nonlinear-dynamics reservoir reservoir-computing

masterdezign / rc
reservoir-computing,Reservoir Computing, an RNN flavor
User: masterdezign
Home Page: https://hackage.haskell.org/package/rc
esn lsm reservoir-computing neural-networks recurrent-neural-networks rnn haskell

materialman / charc
reservoir-computing,Source code for the CHAracterisation of Reservoir Computers (CHARC) framework
User: materialman
charc-framework reservoir-computing matlab

materialman / charc-concept
reservoir-computing,Source code for the CHAracterisation of Reservoir Computers (CHARC) framework
User: materialman
charc-framework reservoir-computing matlab

micheleuit / probabilistic-load-forecasting-with-reservoir-computing
reservoir-computing,Probabilistic load forecasting with Reservoir Computing
User: micheleuit
probabilistic-forecasting probabilistic-programming reservoir-computing uncertainty-neural-networks uncertainty-quantification

nikhil-garg / emg_exp
reservoir-computing,This is the code for the paper Signals to Spikes for Neuromorphic Regulated Reservoir Computing and EMG Hand Gesture Recognition
User: nikhil-garg
emg machine-learning neuromorphic python reservoir-computing snn

nizil / esnpy
reservoir-computing,Out-of-the-box framework for Echo State Networks
User: nizil
machine-learning recurrent-neural-networks reservoir-computing echo-state-networks

nschaetti / echotorch
reservoir-computing,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.
User: nschaetti
Home Page: https://nschaetti.github.io/echotorch.github.io/
python pytorch python-toolkit reservoir-computing echo-state-networks torch machine-learning machine-learning-algorithms machinelearning artificial-intelligence

okozelsk / net
reservoir-computing,Reservoir computing library for .NET. Enables ESN , LSM and hybrid RNNs using analog and spiking neurons working together.
User: okozelsk
activation-functions classification csharp deep-learning dotnet-standard echo-state-networks feedforward-neural-network liquid-state-machines machine-learning machine-learning-library multiclass-classification prediction recurrent-neural-networks regression reservoir-computing spiking-neural-networks time-series-classification time-series-forecasting

plasmacontrol / pyrcn
reservoir-computing,A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.
Organization: plasmacontrol
reservoir-computing machine-learning scikit-learn echo-state-network extreme-learning-machine

pvlachas / rnn-rc-chaos
reservoir-computing,RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
User: pvlachas
Home Page: https://www.cse-lab.ethz.ch
rnn rc chaos echo-state-networks recurrent-neural-networks kuramoto-sivashinsky lorenz-96 lorenz-3d reservoir-computing reservoir-computer

rcfduarte / nmsat
reservoir-computing,Simulate and analyse complex microcircuits
User: rcfduarte
spiking-neural-networks reservoir-computing computational-neuroscience

reservoirpy / awesome-reservoir-computing
reservoir-computing,Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).
Organization: reservoirpy
echo-state-networks reservoir-computing reccurent-neural-network awesome awesome-list artifical-neural-network rnn esn

reservoirpy / reservoirpy
reservoir-computing,A simple and flexible code for Reservoir Computing architectures like Echo State Networks
Organization: reservoirpy
esn reservoir echo-state-networks timeseries timeseries-prediction python reservoir-computing timeseries-forecasting machine-learning machine-learning-algorithms

reservoirpy / reservoirr
reservoir-computing,Experimental R interface for ReservoirPy
Organization: reservoirpy
machine-learning r echo-state-networks esn machine-learning-algorithms neural-network recurrent-neural-networks reservoir reservoir-computing timeseries timeseries-analysis timeseries-forecasting

rishabhmalviya / snn_arduino
reservoir-computing,A library that you can use to build spiking neural network brains for your Arduino robots! Largely allows you to follow the paradigms of liquid state machines with LIF neurons.
User: rishabhmalviya
spiking-neural-networks neuromorphic-robotics arduino liquid-state-machine reservoir-computing

saran-nns / sorn
reservoir-computing,PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym
User: saran-nns
neuroinformatics neuro-computing cortical-network cortical-learning reinforcement-learning autonomous-agents brain-inspired-computing self-organizing-network sorn complex-networks

sciml / reservoircomputing.jl
reservoir-computing,Reservoir computing utilities for scientific machine learning (SciML)
Organization: sciml
Home Page: https://docs.sciml.ai/ReservoirComputing/stable/
reservoir-computing echo-state-networks rnn machine-learning differential-equations scientific-machine-learning sciml julia

shahdsaf / semi-supervised-world-models
reservoir-computing,A new version of world models using Echo-state networks and random weight-fixed CNNs
User: shahdsaf
world-models rcrc reinforcement-learning ppo echo-state-networks reservoir-computing variational-autoencoder vae-pytorch mdnrnn rnn

socratesnfr / evodynamic
reservoir-computing,EvoDynamic seeks to evolve and develop suitable discrete dynamic models of self-organizing systems based on local interactions.
Organization: socratesnfr
tensorflow reservoir-computing cellular-automata evolution

stefanonardo / pytorch-esn
reservoir-computing,An Echo State Network module for PyTorch.
User: stefanonardo
pytorch esn machine-learning echo-state-networks deep-learning recurrent-neural-networks neural-networks reservoir-computing python

stevenabreu7 / handson_reservoir
reservoir-computing,Repository for paper "Hands-on reservoir computing" (NCE, 2022)
User: stevenabreu7
Home Page: https://iopscience.iop.org/article/10.1088/2634-4386/ac7db7/meta
machine-learning physical-computing reservoir reservoir-computing tutorial

wangsc1912 / rc_pndi
reservoir-computing,[Nature Communication 2023] "Wearable in-sensor reservoir computing using optoelectronic polymers with through-space charge-transport characteristics for multi-task learning"
User: wangsc1912
Home Page: https://www.nature.com/articles/s41467-023-36205-9
in-sensor-computing reservoir-computing

zheng-meng / reservoir-computing-and-hyperparameter-optimization
reservoir-computing,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.
User: zheng-meng
bayesian-optimization chaos hyperparameter-optimization hyperparameter-tuning machine-learning reservoir-computing echo-state-networks

zheng-meng / tracking-control
reservoir-computing,Published in Nature Communications: Model-free tracking control of complex dynamical trajectories with machine learning.
User: zheng-meng
chaos machine-learning reservoir-computing tracking-control trajectory-tracking echo-state-networks

zimmerrol / rcp_spatio_temporal
reservoir-computing,Prediction spatio-temporal dynamics using Reservoir Computing
User: zimmerrol
reservoir-computing esn echo-state-networks machine-learning biophysics