jiahao42 / Reservoir
Code for Reservoir computing (Echo state network)
☆59Updated 6 years ago
Alternatives and similar repositories for Reservoir:
Users that are interested in Reservoir are comparing it to the libraries listed below
- An Echo State Network module for PyTorch.☆220Updated 2 years ago
- Python library for Reservoir Computing using Echo State Networks☆135Updated 4 years ago
- A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module ava…☆468Updated 8 months ago
- a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning☆44Updated 2 years ago
- Deep Echo State Network (DeepESN) Python library☆120Updated 5 years ago
- Echo State Networks in Python☆304Updated 4 years ago
- Liquid State Machines in Python and NEST☆70Updated 4 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆94Updated 2 years ago
- Code for the paper "Next Generation Reservoir Computing"☆169Updated 3 years ago
- Library for implementing reservoir computing models (echo state networks) for multivariate time series classification, clustering, foreca…☆375Updated 3 weeks ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆43Updated 8 months ago
- A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.☆90Updated 8 months ago
- Oger is a toolbox mainly used for Reservoir Computing neural networks, such as Echo State Networks (ESN) and Liquid State Machines (LSM)☆18Updated 3 years ago
- A flexible and extensible echo state network framework for Matlab☆20Updated 7 years ago
- Matlab implementation of Echo State Network (reservoir computing)☆25Updated 7 years ago
- Echo State Networks☆41Updated 9 years ago
- Echo state network framework, NARMA10 dataset generator as an demonstration supplied.☆18Updated 7 years ago
- ☆26Updated 6 years ago
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆25Updated 6 years ago
- A simple and flexible code for Reservoir Computing architectures like Echo State Networks☆505Updated last week
- Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).☆47Updated 3 years ago
- The Spiking Reservoir (Liquid State Machine - LSM) Simulator☆56Updated last year
- simple Echo State Networks integrated with scikit-learn☆26Updated 5 years ago
- Demonstration of reservoir computing using a single dynamical node as described in: https://www.nature.com/articles/ncomms1476☆10Updated 6 years ago
- Source code for the CHAracterisation of Reservoir Computers (CHARC) framework☆9Updated 5 years ago
- ☆24Updated 3 years ago
- Tutorial on reservoir computing with an example on spoken digit recognition.☆11Updated 9 years ago
- Training Recurrent Neural Networks via Forward Propagation Through Time☆41Updated 3 years ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆34Updated 5 years ago
- Long short-term memory Spiking Neural Networks☆102Updated 5 years ago