Popular GitHub Repositories for Reservoir

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

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.

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

An Echo State Network module for PyTorch.

Reservoir computing utilities for scientific machine learning (SciML)

Python library for Reservoir Computing using Echo State Networks

Machine learning framework for reservoir simulation

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

The Spiking Reservoir (Liquid State Machine - LSM) Simulator

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

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

simple Echo State Networks integrated with scikit-learn

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

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.

Hybrid CNN-LSTM Encoder Decoder algorithm for multi-step reservoir storage volume forecasting

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

Echo State Networks for Time Series Forecasting

My pytorch based implementation of the paper 'Limitations of Physics Informed Machine Learning for Nonlinear Two-Phase Transport in Porous Media'

A Semantic Data Reservoir for Heterogeneous Datasets

Computational Neuroscience projects.