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.
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Updated
Jul 25, 2024 - Python
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.
A simple and flexible code for Reservoir Computing architectures like Echo State Networks
Library for implementing reservoir computing models (echo state networks) for multivariate time series classification and clustering.
Echo State Networks in Python
An Echo State Network module for PyTorch.
Reservoir computing utilities for scientific machine learning (SciML)
Python library for Reservoir Computing using Echo State Networks
Material for the course "Time series analysis with Python"
RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.
Code for Reservoir computing (Echo state network)
a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning
Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).
Machine Learning with Echo State Networks, a scikit-learn compatible package.
PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym
Multi-variate time series classification with a bi-directional ESN with a readout implemented as a deep neural network.
Repository for paper "Hands-on reservoir computing" (NCE, 2022)
Reservoir computing library for .NET. Enables ESN , LSM and hybrid RNNs using analog and spiking neurons working together.
Memristor-Network-Reservoir: MATLAB codes for simulating memristor networks and performing reservoir computation.
EvoDynamic seeks to evolve and develop suitable discrete dynamic models of self-organizing systems based on local interactions.
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