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

hrm-pytorch

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

light-recurrent-unit-pytorch

Implementation of a Light Recurrent Unit in Pytorch

supernnova

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

nets

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

tsa-course

Book and material for the course "Time series analysis with Python" (STA-2003)

mambatransformer

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

easyesn

Python library for Reservoir Computing using Echo State Networks

nonlincausality

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

echoes

Machine Learning with Echo State Networks in Python

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

rmdl

RMDL: Random Multimodel Deep Learning for Classification

wbnn

White Box Neural Networks

psychrnn

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

mdrnn

Custom Keras layers for implementing multi-dimensional recurrent neural networks (MDRNNs) described in Alex Graves's paper https://arxiv.org/pdf/0705.2011.pdf

pytorch-adaptive-computation-time

A PyTorch implementation of adaptive computation time RNNs that's clean, idiomatic, and extensible.

somber

Recursive Self-Organizing Map/Neural Gas.

liquidnet

Implementation of Liquid Nets in Pytorch

chicksexer

A Python package for gender classification.

keras-htr

A toolkit for developing handwritten text recognition (HTR) pipelines

relernn

Recombination Landscape Estimation using Recurrent Neural Networks

keras-ordered-neurons

Unofficial implementation of ON-LSTM