nschaetti / EchoTorchLinks
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.
☆479Updated last year
Alternatives and similar repositories for EchoTorch
Users that are interested in EchoTorch are comparing it to the libraries listed below
Sorting:
- An Echo State Network module for PyTorch.☆230Updated 2 weeks ago
- Echo State Networks in Python☆313Updated 5 years ago
- Python library for Reservoir Computing using Echo State Networks☆138Updated 4 years ago
- A simple and flexible code for Reservoir Computing architectures like Echo State Networks☆574Updated 2 weeks ago
- Deep Echo State Network (DeepESN) Python library☆124Updated 6 months ago
- Code for the paper "Next Generation Reservoir Computing"☆184Updated 4 years ago
- Code for Reservoir computing (Echo state network)☆60Updated 7 years ago
- Implement Reservoir Computing models for time series classification, clustering, forecasting, and much more!☆398Updated 7 months ago
- a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning☆45Updated 2 years ago
- A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.☆93Updated last year
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆96Updated 2 years ago
- Liquid State Machines in Python and NEST☆74Updated 4 years ago
- ☆26Updated 6 years ago
- ☆25Updated 4 years ago
- Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).☆54Updated 3 years ago
- Embed strange attractors using a regularizer for autoencoders☆133Updated 4 years ago
- Keras implementation of Legendre Memory Units☆213Updated last week
- Echo State Networks with TensorFlow☆37Updated 5 years ago
- Echo state network framework, NARMA10 dataset generator as an demonstration supplied.☆20Updated 7 years ago
- Echo state network implementation on tensorflow☆68Updated 6 years ago
- A Python module implementing some standard algorithms used in nonlinear time series analysis☆188Updated last year
- Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)☆672Updated 3 years ago
- Variational Recurrent Autoencoder for timeseries clustering in pytorch☆488Updated 2 years ago
- ☆19Updated last year
- Code repository of the paper Learning Long-Term Dependencies in Irregularly-Sampled Time Series☆119Updated 2 years ago
- The Spiking Reservoir (Liquid State Machine - LSM) Simulator☆60Updated 2 years ago
- ☆143Updated 4 years ago
- simple Echo State Networks integrated with scikit-learn☆26Updated 5 years ago
- Example of "biological" learning for MNIST☆300Updated 3 years ago
- RNN and general weights, gradients, & activations visualization in Keras & TensorFlow☆181Updated last year