Recurrent Neural Networks Python Packages

returnn

The RWTH extensible training framework for universal recurrent neural networks

scalecast

The practitioner's forecasting library

reservoirpy

A simple and flexible code for Reservoir Computing architectures like Echo State Networks

supernnova

Open Source Photometric classification https://supernnova.readthedocs.io

hrm-pytorch

Exploration into the proposed architecture from Sapient Intelligence of Singapore 🇸🇬

mambatransformer

Integrating Mamba/SSMs with Transformer for Enhanced Long Context and High-Quality Sequence Modeling

light-recurrent-unit-pytorch

Implementation of a Light Recurrent Unit in Pytorch

nets

Recreating PyTorch from scratch, using Numpy. Supports FCN, CNN, RNN layers.

nonlincausality

Python package for Granger causality test with nonlinear (neural networks) forecasting methods.

easyesn

Python library for Reservoir Computing using Echo State Networks

pynncml

Library for rain estimation and detection built with PyTorch. This library provides an implementation of algorithms for extracting rain-rate using data from commercial microwave links (CMLs). Addinaly this project provide an example dataset with data from two CMLs and implementation of performance and robustness metrics

echoes

Machine Learning with Echo State Networks, a scikit-learn compatible package.

tsa-course

A collection of scripts and functions used in the course 'Time Series Analysis with Python'

psychrnn

Easy-to-use package for the modeling and analysis of neural network dynamics, directed towards cognitive neuroscientists.

pytorch-adaptive-computation-time

Implements adaptive computation time RNNs in PyTorch, with the same interface as builtin RNNs.

rmdl

RMDL: Random Multimodel Deep Learning for Classification

chicksexer

Python package for gender classification.

keras-htr

A toolkit for training CNN-1DRNN-CTC model to perform line-level Handwritten Text Recognition

wbnn

White Box Neural Networks

relernn

Recombination Landscape Estimation using Recurrent Neural Networks

brc

Implementation of the bistable recurrent cell (BRC) in PyTorch

keras-ordered-neurons

Ordered Neurons LSTM

liquidnet

Implementation of Liquid Nets in Pytorch

esnpy

Out-of-the-box framework for Echo State Networks