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| nmt | https://patch-diff.githubusercontent.com/cltdevelop/nmt/tree/master/nmt |
| CONTRIBUTING.md | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/CONTRIBUTING.md |
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| README | https://patch-diff.githubusercontent.com/cltdevelop/nmt |
| Contributing | https://patch-diff.githubusercontent.com/cltdevelop/nmt |
| Apache-2.0 license | https://patch-diff.githubusercontent.com/cltdevelop/nmt |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#neural-machine-translation-seq2seq-tutorial |
| Google Research Blogpost | https://research.googleblog.com/2017/07/building-your-own-neural-machine.html |
| Github | https://github.com/tensorflow/nmt |
| TensorFlow Nightly | https://github.com/tensorflow/tensorflow/#installation |
| tf-1.4 | https://github.com/tensorflow/nmt/tree/tf-1.4 |
| this | https://patch-diff.githubusercontent.com/cltdevelop/nmt#bibtex |
| Introduction | https://patch-diff.githubusercontent.com/cltdevelop/nmt#introduction |
| Basic | https://patch-diff.githubusercontent.com/cltdevelop/nmt#basic |
| Background on Neural Machine Translation | https://patch-diff.githubusercontent.com/cltdevelop/nmt#background-on-neural-machine-translation |
| Installing the Tutorial | https://patch-diff.githubusercontent.com/cltdevelop/nmt#installing-the-tutorial |
| Training – How to build our first NMT system | https://patch-diff.githubusercontent.com/cltdevelop/nmt#training--how-to-build-our-first-nmt-system |
| Embedding | https://patch-diff.githubusercontent.com/cltdevelop/nmt#embedding |
| Encoder | https://patch-diff.githubusercontent.com/cltdevelop/nmt#encoder |
| Decoder | https://patch-diff.githubusercontent.com/cltdevelop/nmt#decoder |
| Loss | https://patch-diff.githubusercontent.com/cltdevelop/nmt#loss |
| Gradient computation & optimization | https://patch-diff.githubusercontent.com/cltdevelop/nmt#gradient-computation--optimization |
| Hands-on – Let's train an NMT model | https://patch-diff.githubusercontent.com/cltdevelop/nmt#hands-on--lets-train-an-nmt-model |
| Inference – How to generate translations | https://patch-diff.githubusercontent.com/cltdevelop/nmt#inference--how-to-generate-translations |
| Intermediate | https://patch-diff.githubusercontent.com/cltdevelop/nmt#intermediate |
| Background on the Attention Mechanism | https://patch-diff.githubusercontent.com/cltdevelop/nmt#background-on-the-attention-mechanism |
| Attention Wrapper API | https://patch-diff.githubusercontent.com/cltdevelop/nmt#attention-wrapper-api |
| Hands-on – Building an attention-based NMT model | https://patch-diff.githubusercontent.com/cltdevelop/nmt#hands-on--building-an-attention-based-nmt-model |
| Tips & Tricks | https://patch-diff.githubusercontent.com/cltdevelop/nmt#tips--tricks |
| Building Training, Eval, and Inference Graphs | https://patch-diff.githubusercontent.com/cltdevelop/nmt#building-training-eval-and-inference-graphs |
| Data Input Pipeline | https://patch-diff.githubusercontent.com/cltdevelop/nmt#data-input-pipeline |
| Other details for better NMT models | https://patch-diff.githubusercontent.com/cltdevelop/nmt#other-details-for-better-nmt-models |
| Bidirectional RNNs | https://patch-diff.githubusercontent.com/cltdevelop/nmt#bidirectional-rnns |
| Beam search | https://patch-diff.githubusercontent.com/cltdevelop/nmt#beam-search |
| Hyperparameters | https://patch-diff.githubusercontent.com/cltdevelop/nmt#hyperparameters |
| Multi-GPU training | https://patch-diff.githubusercontent.com/cltdevelop/nmt#multi-gpu-training |
| Benchmarks | https://patch-diff.githubusercontent.com/cltdevelop/nmt#benchmarks |
| IWSLT English-Vietnamese | https://patch-diff.githubusercontent.com/cltdevelop/nmt#iwslt-english-vietnamese |
| WMT German-English | https://patch-diff.githubusercontent.com/cltdevelop/nmt#wmt-german-english |
| WMT English-German — Full Comparison | https://patch-diff.githubusercontent.com/cltdevelop/nmt#wmt-english-german--full-comparison |
| Standard HParams | https://patch-diff.githubusercontent.com/cltdevelop/nmt#standard-hparams |
| Other resources | https://patch-diff.githubusercontent.com/cltdevelop/nmt#other-resources |
| Acknowledgment | https://patch-diff.githubusercontent.com/cltdevelop/nmt#acknowledgment |
| References | https://patch-diff.githubusercontent.com/cltdevelop/nmt#references |
| BibTex | https://patch-diff.githubusercontent.com/cltdevelop/nmt#bibtex |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#introduction |
| Sutskever et al., 2014 | https://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf |
| Cho et al., 2014 | http://emnlp2014.org/papers/pdf/EMNLP2014179.pdf |
| success | https://research.googleblog.com/2016/09/a-neural-network-for-machine.html |
| API | https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/seq2seq/python/ops |
| Google’s NMT (GNMT) system | https://research.google.com/pubs/pub45610.html |
| IWSLT Evaluation Campaign | https://sites.google.com/site/iwsltevaluation2015/ |
| WMT Evaluation Campaign | http://www.statmt.org/wmt16/translation-task.html |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#basic |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#background-on-neural-machine-translation |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/encdec.jpg |
| "thought" vector | https://www.theguardian.com/science/2015/may/21/google-a-step-closer-to-developing-machines-with-human-like-intelligence |
| Google Neural Machine Translation systems | https://research.googleblog.com/2016/09/a-neural-network-for-machine.html |
| blog post | http://colah.github.io/posts/2015-08-Understanding-LSTMs/ |
| Luong (2016) | https://github.com/lmthang/thesis |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/seq2seq.jpg |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#installing-the-tutorial |
| installation instructions here | https://www.tensorflow.org/install/ |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#training--how-to-build-our-first-nmt-system |
| model.py | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/model.py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#embedding |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#encoder |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#decoder |
| helper.py | https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/seq2seq/python/ops/helper.py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#loss |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#gradient-computation--optimization |
| benchmarks | https://patch-diff.githubusercontent.com/cltdevelop/nmt#benchmarks |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#hands-on--lets-train-an-nmt-model |
| nmt.py | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/nmt.py |
| https://nlp.stanford.edu/projects/nmt/ | https://nlp.stanford.edu/projects/nmt/ |
| train.py | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/train.py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#inference--how-to-generate-translations |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/greedy_dec.jpg |
| inference.py | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/inference.py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#intermediate |
| Bahdanau et al., 2015 | https://arxiv.org/abs/1409.0473 |
| Luong et al., 2015 | https://arxiv.org/abs/1508.04025 |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/attention_vis.jpg |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#background-on-the-attention-mechanism |
| OpenNMT | http://opennmt.net/about/ |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/attention_mechanism.jpg |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/attention_equation_0.jpg |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/attention_equation_1.jpg |
| attention_wrapper.py | https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/seq2seq/python/ops/attention_wrapper.py |
| benchmark results | https://patch-diff.githubusercontent.com/cltdevelop/nmt#benchmarks |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#attention-wrapper-api |
| AttentionWrapper | https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/seq2seq/python/ops/attention_wrapper.py |
| (Weston et al., 2015) | https://arxiv.org/abs/1410.3916 |
| attention_model.py | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/attention_model.py |
| Encoder | https://patch-diff.githubusercontent.com/cltdevelop/nmt#encoder |
| Decoder | https://patch-diff.githubusercontent.com/cltdevelop/nmt#decoder |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#hands-on--building-an-attention-based-nmt-model |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#tips--tricks |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#building-training-eval-and-inference-graphs |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#data-input-pipeline |
| utils/iterator_utils.py | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/utils/iterator_utils.py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#other-details-for-better-nmt-models |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#bidirectional-rnns |
| model.py | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/model.py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#beam-search |
| Neubig, (2017) | https://arxiv.org/abs/1703.01619 |
| Decoder | https://patch-diff.githubusercontent.com/cltdevelop/nmt#decoder |
| model.py | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/model.py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#hyperparameters |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#multi-gpu-training |
| GNMT attention architecture | https://arxiv.org/pdf/1609.08144.pdf |
| GNMTAttentionMultiCell | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/gnmt_model.py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#benchmarks |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#iwslt-english-vietnamese |
| download script | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/scripts/download_iwslt15.sh |
| model 1 | http://download.tensorflow.org/models/nmt/envi_model_1.zip |
| model 2 | http://download.tensorflow.org/models/nmt/envi_model_2.zip |
| (Papineni et al., 2002) | http://www.aclweb.org/anthology/P02-1040.pdf |
| (Luong & Manning, 2015) | https://nlp.stanford.edu/pubs/luong-manning-iwslt15.pdf |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#wmt-german-english |
| download script | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/scripts/wmt16_en_de.sh |
| BPE | https://github.com/rsennrich/subword-nmt |
| model 1 | http://download.tensorflow.org/models/nmt/deen_model_1.zip |
| model 2 | http://download.tensorflow.org/models/nmt/deen_model_2.zip |
| model | http://download.tensorflow.org/models/nmt/10122017/deen_gnmt_model_4_layer.zip |
| WMT SOTA | http://matrix.statmt.org/ |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#wmt-english-german--full-comparison |
| model 1 (4 layers) | http://download.tensorflow.org/models/nmt/10122017/ende_gnmt_model_4_layer.zip |
| model 2 (8 layers) | http://download.tensorflow.org/models/nmt/10122017/ende_gnmt_model_8_layer.zip |
| WMT SOTA | http://matrix.statmt.org/ |
| (Klein et al., 2017) | https://arxiv.org/abs/1701.02810 |
| (Britz et al., 2017) | https://arxiv.org/abs/1703.03906 |
| (Wu et al., 2016) | https://research.google.com/pubs/pub45610.html |
| (Vaswani et al., 2017) | https://arxiv.org/abs/1706.03762 |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#standard-hparams |
| a set of standard hparams | https://patch-diff.githubusercontent.com/cltdevelop/nmt/blob/master/nmt/standard_hparams |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#other-resources |
| Luong, Cho, Manning, (2016) | https://sites.google.com/site/acl16nmt/ |
| Luong, (2016) | https://github.com/lmthang/thesis |
| Neubig, (2017) | https://arxiv.org/abs/1703.01619 |
| https://nlp.stanford.edu/projects/nmt/ | https://nlp.stanford.edu/projects/nmt/ |
| https://github.com/google/seq2seq | https://github.com/google/seq2seq |
| https://github.com/rsennrich/nematus | https://github.com/rsennrich/nematus |
| http://opennmt.net/ | http://opennmt.net/ |
| https://github.com/OpenNMT/OpenNMT-py | https://github.com/OpenNMT/OpenNMT-py |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#acknowledgment |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#references |
| Neural machine translation by jointly learning to align and translate | https://arxiv.org/pdf/1409.0473.pdf |
| Effective approaches to attention-based neural machine translation | https://arxiv.org/pdf/1508.04025.pdf |
| Sequence to sequence learning with neural networks | https://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf |
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#bibtex |
|
Readme
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#readme-ov-file |
|
Apache-2.0 license
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#Apache-2.0-1-ov-file |
|
Contributing
| https://patch-diff.githubusercontent.com/cltdevelop/nmt#contributing-ov-file |
| Please reload this page | https://patch-diff.githubusercontent.com/cltdevelop/nmt |
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| Releases | https://patch-diff.githubusercontent.com/cltdevelop/nmt/releases |
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| Terms | https://docs.github.com/site-policy/github-terms/github-terms-of-service |
| Privacy | https://docs.github.com/site-policy/privacy-policies/github-privacy-statement |
| Security | https://github.com/security |
| Status | https://www.githubstatus.com/ |
| Community | https://github.community/ |
| Docs | https://docs.github.com/ |
| Contact | https://support.github.com?tags=dotcom-footer |
