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 🇸🇬

supernnova

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

light-recurrent-unit-pytorch

Implementation of a Light Recurrent Unit in Pytorch

nets

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

echoes

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

sencelium

Non-Transformer language model with a self-organizing memory pool and live introspective signals. Code, checkpoints and controls, 30M–125M.

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

tsa-course

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

nonlincausality

Python package for Granger causality test with nonlinear forecasting methods.

psychrnn

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

chicksexer

A Python package for gender classification.

rmdl

RMDL: Random Multimodel Deep Learning for Classification

wbnn

White Box Neural Networks

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

pararnn-torch

Train nonlinear RNNs in parallel (Newton+scan); decode one step at a time.

esnpy

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

mambatransformer

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

keras-ordered-neurons

Ordered Neurons LSTM

somber

Recursive Self-Organizing Map/Neural Gas.

brc

Implementation of the bistable recurrent cell (BRC) in PyTorch