https://github.com/soumik12345/neural-machine-translation

Tensorflow 2.0 implementation of Neural Machine Translation using Transformer Model
https://github.com/soumik12345/neural-machine-translation

attention-mechanism deep-learning deep-neural-networks machine-translation natural-language-processing natural-language-understanding self-attention tensorflow tensorflow2 transformer

Last synced: 5 months ago
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Tensorflow 2.0 implementation of Neural Machine Translation using Transformer Model

• Host: GitHub
• URL: https://github.com/soumik12345/neural-machine-translation
• Owner: soumik12345
• Created: 2020-02-18T11:27:38.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2022-12-08T03:38:58.000Z (almost 3 years ago)
• Last Synced: 2025-03-31T22:25:19.707Z (6 months ago)
• Topics: attention-mechanism, deep-learning, deep-neural-networks, machine-translation, natural-language-processing, natural-language-understanding, self-attention, tensorflow, tensorflow2, transformer
• Language: Jupyter Notebook
• Homepage: https://arxiv.org/abs/1706.03762
• Size: 2.08 MB
• Stars: 6
• Watchers: 1
• Forks: 0
• Open Issues: 14
• Metadata Files:
  • Readme: README.md

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README

          
# Neural Machine Translation

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/attention-is-all-you-need/machine-translation-on-iwslt2015-english)](https://paperswithcode.com/sota/machine-translation-on-iwslt2015-english?p=attention-is-all-you-need)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/attention-is-all-you-need/machine-translation-on-iwslt2015-german)](https://paperswithcode.com/sota/machine-translation-on-iwslt2015-german?p=attention-is-all-you-need)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/attention-is-all-you-need/machine-translation-on-wmt2014-english-french)](https://paperswithcode.com/sota/machine-translation-on-wmt2014-english-french?p=attention-is-all-you-need)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/attention-is-all-you-need/machine-translation-on-wmt2014-english-german)](https://paperswithcode.com/sota/machine-translation-on-wmt2014-english-german?p=attention-is-all-you-need)

Neural Machine Translation using Transformers in Tensorflow 2.0. Launch notebooks using [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/soumik12345/Neural-Machine-Translation/master?urlpath=https%3A%2F%2Fgithub.com%2Fsoumik12345%2FNeural-Machine-Translation%2Fblob%2Fmaster%2FNotebook.ipynb).

## Training Results

![](./assets/loss.png)

![](./assets/accuracy.png)