René's URL Explorer Experiment


Title: GitHub - cltdevelop/nmt: TensorFlow Neural Machine Translation Tutorial · GitHub

Open Graph Title: GitHub - cltdevelop/nmt: TensorFlow Neural Machine Translation Tutorial

X Title: GitHub - cltdevelop/nmt: TensorFlow Neural Machine Translation Tutorial

Description: TensorFlow Neural Machine Translation Tutorial. Contribute to cltdevelop/nmt development by creating an account on GitHub.

Open Graph Description: TensorFlow Neural Machine Translation Tutorial. Contribute to cltdevelop/nmt development by creating an account on GitHub.

X Description: TensorFlow Neural Machine Translation Tutorial. Contribute to cltdevelop/nmt development by creating an account on GitHub.

Opengraph URL: https://github.com/cltdevelop/nmt

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:e86d2244-33e4-b3e8-4586-4607a2b8148e
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idE33C:3AC8C3:2583E6:324859:6A61155F
html-safe-nonce5c86d93b01fa8e1f6ff7acb7cf6c0b235b7361d5246133db1e782cffa05642a5
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFMzNDOjNBQzhDMzoyNTgzRTY6MzI0ODU5OjZBNjExNTVGIiwidmlzaXRvcl9pZCI6IjY3NTg5MjEyOTQ1NDgzNzQ4NzkiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac32ba5b5d953ff537beeb91300ae151e3a7f4ce7fff52df9fb8cbe1aee8c544da
hovercard-subject-tagrepository:135035762
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/cltdevelop/nmt
twitter:imagehttps://opengraph.githubassets.com/c2522dc87a78bd915aa983b9ce99a18ef2242952269969e6b2c2cbbc418f8641/cltdevelop/nmt
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/c2522dc87a78bd915aa983b9ce99a18ef2242952269969e6b2c2cbbc418f8641/cltdevelop/nmt
og:image:altTensorFlow Neural Machine Translation Tutorial. Contribute to cltdevelop/nmt development by creating an account on GitHub.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Nonef6dfd8e93b1f2b4f7bf96e6f6cd7edcd48360b75fee4f2ff9f611032fce38ec2
turbo-cache-controlno-cache
go-importgithub.com/cltdevelop/nmt git https://github.com/cltdevelop/nmt.git
octolytics-dimension-user_id14092727
octolytics-dimension-user_logincltdevelop
octolytics-dimension-repository_id135035762
octolytics-dimension-repository_nwocltdevelop/nmt
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id95723115
octolytics-dimension-repository_parent_nwotensorflow/nmt
octolytics-dimension-repository_network_root_id95723115
octolytics-dimension-repository_network_root_nwotensorflow/nmt
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release731b2ebd4784c28b421dc5f41abecd2dbac357f2
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/cltdevelop/nmt#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fcltdevelop%2Fnmt
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
Code QualityEnforce quality at mergehttps://github.com/features/code-quality
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/open-source/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/open-source/accelerator
GitHub Starshttps://stars.github.com
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/enterprise/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fcltdevelop%2Fnmt
Sign up https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=cltdevelop%2Fnmt
Reloadhttps://github.com/cltdevelop/nmt
Reloadhttps://github.com/cltdevelop/nmt
Reloadhttps://github.com/cltdevelop/nmt
cltdevelop https://github.com/cltdevelop
nmthttps://github.com/cltdevelop/nmt
tensorflow/nmthttps://github.com/tensorflow/nmt
Notifications https://github.com/login?return_to=%2Fcltdevelop%2Fnmt
Fork 0 https://github.com/login?return_to=%2Fcltdevelop%2Fnmt
Star 0 https://github.com/login?return_to=%2Fcltdevelop%2Fnmt
Code https://github.com/cltdevelop/nmt
Pull requests 0 https://github.com/cltdevelop/nmt/pulls
Actions https://github.com/cltdevelop/nmt/actions
Projects https://github.com/cltdevelop/nmt/projects
Wiki https://github.com/cltdevelop/nmt/wiki
Security and quality 0 https://github.com/cltdevelop/nmt/security
Insights https://github.com/cltdevelop/nmt/pulse
Code https://github.com/cltdevelop/nmt
Pull requests https://github.com/cltdevelop/nmt/pulls
Actions https://github.com/cltdevelop/nmt/actions
Projects https://github.com/cltdevelop/nmt/projects
Wiki https://github.com/cltdevelop/nmt/wiki
Security and quality https://github.com/cltdevelop/nmt/security
Insights https://github.com/cltdevelop/nmt/pulse
https://github.com/cltdevelop/nmt
Brancheshttps://github.com/cltdevelop/nmt/branches
Tagshttps://github.com/cltdevelop/nmt/tags
https://github.com/cltdevelop/nmt/branches
https://github.com/cltdevelop/nmt/tags
163 Commitshttps://github.com/cltdevelop/nmt/commits/master/
https://github.com/cltdevelop/nmt/commits/master/
nmthttps://github.com/cltdevelop/nmt/tree/master/nmt
nmthttps://github.com/cltdevelop/nmt/tree/master/nmt
CONTRIBUTING.mdhttps://github.com/cltdevelop/nmt/blob/master/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/cltdevelop/nmt/blob/master/CONTRIBUTING.md
LICENSEhttps://github.com/cltdevelop/nmt/blob/master/LICENSE
LICENSEhttps://github.com/cltdevelop/nmt/blob/master/LICENSE
README.mdhttps://github.com/cltdevelop/nmt/blob/master/README.md
README.mdhttps://github.com/cltdevelop/nmt/blob/master/README.md
READMEhttps://github.com/cltdevelop/nmt
Contributinghttps://github.com/cltdevelop/nmt
Apache-2.0 licensehttps://github.com/cltdevelop/nmt
https://github.com/cltdevelop/nmt#neural-machine-translation-seq2seq-tutorial
Google Research Blogposthttps://research.googleblog.com/2017/07/building-your-own-neural-machine.html
Githubhttps://github.com/tensorflow/nmt
TensorFlow Nightlyhttps://github.com/tensorflow/tensorflow/#installation
tf-1.4https://github.com/tensorflow/nmt/tree/tf-1.4
thishttps://github.com/cltdevelop/nmt#bibtex
Introductionhttps://github.com/cltdevelop/nmt#introduction
Basichttps://github.com/cltdevelop/nmt#basic
Background on Neural Machine Translationhttps://github.com/cltdevelop/nmt#background-on-neural-machine-translation
Installing the Tutorialhttps://github.com/cltdevelop/nmt#installing-the-tutorial
Training – How to build our first NMT systemhttps://github.com/cltdevelop/nmt#training--how-to-build-our-first-nmt-system
Embeddinghttps://github.com/cltdevelop/nmt#embedding
Encoderhttps://github.com/cltdevelop/nmt#encoder
Decoderhttps://github.com/cltdevelop/nmt#decoder
Losshttps://github.com/cltdevelop/nmt#loss
Gradient computation & optimizationhttps://github.com/cltdevelop/nmt#gradient-computation--optimization
Hands-on – Let's train an NMT modelhttps://github.com/cltdevelop/nmt#hands-on--lets-train-an-nmt-model
Inference – How to generate translationshttps://github.com/cltdevelop/nmt#inference--how-to-generate-translations
Intermediatehttps://github.com/cltdevelop/nmt#intermediate
Background on the Attention Mechanismhttps://github.com/cltdevelop/nmt#background-on-the-attention-mechanism
Attention Wrapper APIhttps://github.com/cltdevelop/nmt#attention-wrapper-api
Hands-on – Building an attention-based NMT modelhttps://github.com/cltdevelop/nmt#hands-on--building-an-attention-based-nmt-model
Tips & Trickshttps://github.com/cltdevelop/nmt#tips--tricks
Building Training, Eval, and Inference Graphshttps://github.com/cltdevelop/nmt#building-training-eval-and-inference-graphs
Data Input Pipelinehttps://github.com/cltdevelop/nmt#data-input-pipeline
Other details for better NMT modelshttps://github.com/cltdevelop/nmt#other-details-for-better-nmt-models
Bidirectional RNNshttps://github.com/cltdevelop/nmt#bidirectional-rnns
Beam searchhttps://github.com/cltdevelop/nmt#beam-search
Hyperparametershttps://github.com/cltdevelop/nmt#hyperparameters
Multi-GPU traininghttps://github.com/cltdevelop/nmt#multi-gpu-training
Benchmarkshttps://github.com/cltdevelop/nmt#benchmarks
IWSLT English-Vietnamesehttps://github.com/cltdevelop/nmt#iwslt-english-vietnamese
WMT German-Englishhttps://github.com/cltdevelop/nmt#wmt-german-english
WMT English-German — Full Comparisonhttps://github.com/cltdevelop/nmt#wmt-english-german--full-comparison
Standard HParamshttps://github.com/cltdevelop/nmt#standard-hparams
Other resourceshttps://github.com/cltdevelop/nmt#other-resources
Acknowledgmenthttps://github.com/cltdevelop/nmt#acknowledgment
Referenceshttps://github.com/cltdevelop/nmt#references
BibTexhttps://github.com/cltdevelop/nmt#bibtex
https://github.com/cltdevelop/nmt#introduction
Sutskever et al., 2014https://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf
Cho et al., 2014http://emnlp2014.org/papers/pdf/EMNLP2014179.pdf
successhttps://research.googleblog.com/2016/09/a-neural-network-for-machine.html
APIhttps://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/seq2seq/python/ops
Google’s NMT (GNMT) systemhttps://research.google.com/pubs/pub45610.html
IWSLT Evaluation Campaignhttps://sites.google.com/site/iwsltevaluation2015/
WMT Evaluation Campaignhttp://www.statmt.org/wmt16/translation-task.html
https://github.com/cltdevelop/nmt#basic
https://github.com/cltdevelop/nmt#background-on-neural-machine-translation
https://github.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/encdec.jpg
"thought" vectorhttps://www.theguardian.com/science/2015/may/21/google-a-step-closer-to-developing-machines-with-human-like-intelligence
Google Neural Machine Translation systemshttps://research.googleblog.com/2016/09/a-neural-network-for-machine.html
blog posthttp://colah.github.io/posts/2015-08-Understanding-LSTMs/
Luong (2016)https://github.com/lmthang/thesis
https://github.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/seq2seq.jpg
https://github.com/cltdevelop/nmt#installing-the-tutorial
installation instructions herehttps://www.tensorflow.org/install/
https://github.com/cltdevelop/nmt#training--how-to-build-our-first-nmt-system
model.pyhttps://github.com/cltdevelop/nmt/blob/master/nmt/model.py
https://github.com/cltdevelop/nmt#embedding
https://github.com/cltdevelop/nmt#encoder
https://github.com/cltdevelop/nmt#decoder
helper.pyhttps://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/seq2seq/python/ops/helper.py
https://github.com/cltdevelop/nmt#loss
https://github.com/cltdevelop/nmt#gradient-computation--optimization
benchmarkshttps://github.com/cltdevelop/nmt#benchmarks
https://github.com/cltdevelop/nmt#hands-on--lets-train-an-nmt-model
nmt.pyhttps://github.com/cltdevelop/nmt/blob/master/nmt/nmt.py
https://nlp.stanford.edu/projects/nmt/https://nlp.stanford.edu/projects/nmt/
train.pyhttps://github.com/cltdevelop/nmt/blob/master/nmt/train.py
https://github.com/cltdevelop/nmt#inference--how-to-generate-translations
https://github.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/greedy_dec.jpg
inference.pyhttps://github.com/cltdevelop/nmt/blob/master/nmt/inference.py
https://github.com/cltdevelop/nmt#intermediate
Bahdanau et al., 2015https://arxiv.org/abs/1409.0473
Luong et al., 2015https://arxiv.org/abs/1508.04025
https://github.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/attention_vis.jpg
https://github.com/cltdevelop/nmt#background-on-the-attention-mechanism
OpenNMThttp://opennmt.net/about/
https://github.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/attention_mechanism.jpg
https://github.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/attention_equation_0.jpg
https://github.com/cltdevelop/nmt/blob/master/nmt/g3doc/img/attention_equation_1.jpg
attention_wrapper.pyhttps://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/seq2seq/python/ops/attention_wrapper.py
benchmark resultshttps://github.com/cltdevelop/nmt#benchmarks
https://github.com/cltdevelop/nmt#attention-wrapper-api
AttentionWrapperhttps://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.pyhttps://github.com/cltdevelop/nmt/blob/master/nmt/attention_model.py
Encoderhttps://github.com/cltdevelop/nmt#encoder
Decoderhttps://github.com/cltdevelop/nmt#decoder
https://github.com/cltdevelop/nmt#hands-on--building-an-attention-based-nmt-model
https://github.com/cltdevelop/nmt#tips--tricks
https://github.com/cltdevelop/nmt#building-training-eval-and-inference-graphs
https://github.com/cltdevelop/nmt#data-input-pipeline
utils/iterator_utils.pyhttps://github.com/cltdevelop/nmt/blob/master/nmt/utils/iterator_utils.py
https://github.com/cltdevelop/nmt#other-details-for-better-nmt-models
https://github.com/cltdevelop/nmt#bidirectional-rnns
model.pyhttps://github.com/cltdevelop/nmt/blob/master/nmt/model.py
https://github.com/cltdevelop/nmt#beam-search
Neubig, (2017)https://arxiv.org/abs/1703.01619
Decoderhttps://github.com/cltdevelop/nmt#decoder
model.pyhttps://github.com/cltdevelop/nmt/blob/master/nmt/model.py
https://github.com/cltdevelop/nmt#hyperparameters
https://github.com/cltdevelop/nmt#multi-gpu-training
GNMT attention architecturehttps://arxiv.org/pdf/1609.08144.pdf
GNMTAttentionMultiCellhttps://github.com/cltdevelop/nmt/blob/master/nmt/gnmt_model.py
https://github.com/cltdevelop/nmt#benchmarks
https://github.com/cltdevelop/nmt#iwslt-english-vietnamese
download scripthttps://github.com/cltdevelop/nmt/blob/master/nmt/scripts/download_iwslt15.sh
model 1http://download.tensorflow.org/models/nmt/envi_model_1.zip
model 2http://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://github.com/cltdevelop/nmt#wmt-german-english
download scripthttps://github.com/cltdevelop/nmt/blob/master/nmt/scripts/wmt16_en_de.sh
BPEhttps://github.com/rsennrich/subword-nmt
model 1http://download.tensorflow.org/models/nmt/deen_model_1.zip
model 2http://download.tensorflow.org/models/nmt/deen_model_2.zip
modelhttp://download.tensorflow.org/models/nmt/10122017/deen_gnmt_model_4_layer.zip
WMT SOTAhttp://matrix.statmt.org/
https://github.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 SOTAhttp://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://github.com/cltdevelop/nmt#standard-hparams
a set of standard hparamshttps://github.com/cltdevelop/nmt/blob/master/nmt/standard_hparams
https://github.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/seq2seqhttps://github.com/google/seq2seq
https://github.com/rsennrich/nematushttps://github.com/rsennrich/nematus
http://opennmt.net/http://opennmt.net/
https://github.com/OpenNMT/OpenNMT-pyhttps://github.com/OpenNMT/OpenNMT-py
https://github.com/cltdevelop/nmt#acknowledgment
https://github.com/cltdevelop/nmt#references
Neural machine translation by jointly learning to align and translatehttps://arxiv.org/pdf/1409.0473.pdf
Effective approaches to attention-based neural machine translationhttps://arxiv.org/pdf/1508.04025.pdf
Sequence to sequence learning with neural networkshttps://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf
https://github.com/cltdevelop/nmt#bibtex
Readme https://github.com/cltdevelop/nmt#readme-ov-file
Apache-2.0 license https://github.com/cltdevelop/nmt#Apache-2.0-1-ov-file
Contributing https://github.com/cltdevelop/nmt#contributing-ov-file
Please reload this pagehttps://github.com/cltdevelop/nmt
Activityhttps://github.com/cltdevelop/nmt/activity
0 forkshttps://github.com/cltdevelop/nmt/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fcltdevelop%2Fnmt&report=cltdevelop+%28user%29
Releaseshttps://github.com/cltdevelop/nmt/releases
Packages 0https://github.com/users/cltdevelop/packages?repo_name=nmt
Please reload this pagehttps://github.com/cltdevelop/nmt
Contributorshttps://github.com/cltdevelop/nmt/graphs/contributors
Please reload this pagehttps://github.com/cltdevelop/nmt
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.