PlasmaControl / PyRCNLinks
A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.
☆92Updated 11 months ago
Alternatives and similar repositories for PyRCN
Users that are interested in PyRCN are comparing it to the libraries listed below
Sorting:
- a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning☆44Updated 2 years ago
- Code for the paper "Next Generation Reservoir Computing"☆178Updated 3 years ago
- Python library for Reservoir Computing using Echo State Networks☆136Updated 4 years ago
- A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module ava…☆472Updated 11 months ago
- An Echo State Network module for PyTorch.☆224Updated 2 years ago
- A simple and flexible code for Reservoir Computing architectures like Echo State Networks☆544Updated last week
- Deep Echo State Network (DeepESN) Python library☆123Updated 3 months ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆95Updated 2 years ago
- Echo State Networks in Python☆309Updated 5 years ago
- ☆17Updated last year
- Implement Reservoir Computing models for time series classification, clustering, forecasting, and much more!☆387Updated 4 months ago
- Machine Learning with Echo State Networks, a scikit-learn compatible package.☆43Updated last month
- Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).☆52Updated 3 years ago
- A Python module implementing some standard algorithms used in nonlinear time series analysis☆187Updated last year
- Liquid State Machines in Python and NEST☆72Updated 4 years ago
- Embed strange attractors using a regularizer for autoencoders☆133Updated 4 years ago
- ☆26Updated 6 years ago
- Code for Reservoir computing (Echo state network)☆59Updated 6 years ago
- Code for Hidden Markov Nonlinear ICA☆24Updated 3 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆45Updated 11 months ago
- An open-source toolkit for entropic data analysis.☆163Updated last week
- Keras implementation of Legendre Memory Units☆215Updated last week
- A simple and general framework for signal decomposition☆68Updated 6 months ago
- Code repository of the paper Learning Long-Term Dependencies in Irregularly-Sampled Time Series☆114Updated 2 years ago
- Convolution dictionary learning for time-series☆131Updated 6 months ago
- Echo state network framework, NARMA10 dataset generator as an demonstration supplied.☆19Updated 7 years ago
- Repository for paper "Hands-on reservoir computing" (NCE, 2022)☆27Updated 2 years ago
- Linear and non-linear spectral forecasting algorithms☆137Updated 4 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
- Higuchi Fractal Dimension (HFD) for 1D(time) series☆49Updated last year