Other Lists of Links

• Awesome RNNs
• Awesome deep learning
• A comparison of deep learning software at Wikipedia.
• Neural network papers
• Torch tutorials and learning torch

General Deep Learning Frameworks and Libraries

• Brainstorm (IDSIA)
• Caffe (Berkeley)
• Chainer
• CNTK (Microsoft)
• Deeplearning4j (Java)
• Dynet/CNN (CMU)
• Kaldi (speech recognition)
• Leaf (ML framework)
• NLPnet
• MXnet influenced by cxxnet, minerva and purine2
• Paddle (Baidu)
• OpenNN
• TensorFlow (Google)
  • Keras
  • NeuralMonkey
  • TFLearn
• Theano (MILA and others)
  • Blocks
  • Keras
  • Lasagne
  • NNBlocks
• Torch (IDIAP/Facebook and others)
  • PyTorch

Neural Machine Translation Implementations

A list of NMT implementations based on https://github.com/jonsafari/nmt-list

Software	Who	Backend	Comments
attention is all you need	Sosuke Kobayashi	Chainer	implementation of transformer model
AmuNMT decoder	Marcin Junczys-Dowmunt	Custom	compatible with Nematus models
Blocks NMT	MILA	Theano	docs
dl4mt-tutorial	Kyunghyun Cho, Orhan	Theano
DCNMT	[https://github.com/SwordYork](Sword York)	Theano	based on Blocks
groundhog	Kyunghyun Cho, Orhan Firat	Theano	discontinued
HNMT	Robert Östling	Theano	BNAS
Kyoto NMT	fabiencro	Chainer
lamtram	Graham Neubig	Dynet/CNN
mantis	Trevor Cohn	Dynet/CNN
marian-nmt	marian		fast C++ NMT
ModernMT	David Caroselli
Nematus	Rico Sennrich, Kyunghyun Cho, Orhan Firat	Theano
Neural Monkey	Jindřich Helcl Jindřich Libovický	TensorFlow	doc, tutorial
nmt.hybrid	Thang Luong	Matlab	also word-based
nmtpy	LIUM	Theano
NMT	Zhaopeng Tu	Theano	based on groundhog
NMT-Coverage	Zhaopeng Tu	Theano	based on groundhog
NMTkit	Yusuke Oda	DyNet
OpenNMT	Yoon Kim	Torch	SYSTRAN's Pure NMT
Paddle	Baidu	Paddle	demo
Keras seq2seq	Fariz Rahman	Keras
TensorFlow seq2seq	Google	TensorFlow	MT demo
seq2seq-attn	Yoon Kim	Torch
nmt-android	Yoon Kim	Torch	NMT for Android
SGNMT	Cambridge	Blocks, Theano, TensorFlow
sockeye	awslabs	mxnet
tardis	Ke Tran	Torch
tensor2tensor	Google	TensorFlow
textsum	Google	TensorFlow	text sum demo
im2txt	Google	TensorFlow	image-to-text
xnmt	Graham Neubig	DyNet

Workflows for training NMT

• tape4nmt (ducttape workflow)