stevenabreu7 / handson_reservoir
Repository for paper "Hands-on reservoir computing" (NCE, 2022)
☆27Updated 2 years ago
Alternatives and similar repositories for handson_reservoir:
Users that are interested in handson_reservoir are comparing it to the libraries listed below
- Code for the paper "Next Generation Reservoir Computing"☆169Updated 3 years ago
- Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).☆47Updated 3 years ago
- a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning☆44Updated 2 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆94Updated 2 years 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
- Matlab implementation of Echo State Network (reservoir computing)☆25Updated 7 years ago
- [Nature Communications 2023] "Wearable in-sensor reservoir computing using optoelectronic polymers with through-space charge-transport ch…☆11Updated 2 years ago
- A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.☆90Updated 8 months ago
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆25Updated 6 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆43Updated 8 months ago
- Delayed differential equation solver, along with visualization tools, for spiking neuron network dynamics.☆9Updated 6 years ago
- Echo state network framework, NARMA10 dataset generator as an demonstration supplied.☆18Updated 7 years ago
- Neural network (reservoir computing system) based on electro-optical delay setup☆13Updated 5 years ago
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆30Updated 2 years ago
- Machine Learning with Echo State Networks, a scikit-learn compatible package.☆38Updated 3 months ago
- Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"☆16Updated 3 years ago
- Demonstration of reservoir computing using a single dynamical node as described in: https://www.nature.com/articles/ncomms1476☆10Updated 6 years ago
- A brian2 extension to simulate spiking neural networks on GPUs☆63Updated 3 months ago
- Functional models and algorithms for sparse signal processing☆89Updated last year
- PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym☆37Updated 7 months ago
- Spiking neuron integration for PyTorch☆40Updated 3 weeks ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆34Updated 5 years ago
- ANNarchy (Artificial Neural Networks architect) is a parallel simulator for rate-coded and spiking neural networks.☆39Updated 3 weeks ago
- NeuroMorphic Predictive Model with Spiking Neural Networks (SNN) using Pytorch☆29Updated 2 years ago
- Liquid State Machines in Python and NEST☆70Updated 4 years ago
- Reservoir computing utilities for scientific machine learning (SciML)☆213Updated last week
- Spyx: Spiking Neural Networks in JAX☆112Updated 5 months ago
- Differentiable neuron simulations with biophysical detail on CPU, GPU, or TPU.☆88Updated this week
- Reduced-order modelling using an atlas of charts☆25Updated 2 years ago
- Code base for quantum memristor☆19Updated 2 years ago