https://github.com/adeelh/machine_translation
German-to-English machine translation using a Transformer and pre-trained GloVE embeddings. (Class project, Deep Learning for NLP, CS690D, Spring 2019)
https://github.com/adeelh/machine_translation
Last synced: about 1 year ago
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German-to-English machine translation using a Transformer and pre-trained GloVE embeddings. (Class project, Deep Learning for NLP, CS690D, Spring 2019)
- Host: GitHub
- URL: https://github.com/adeelh/machine_translation
- Owner: AdeelH
- Created: 2019-03-29T22:16:11.000Z (about 7 years ago)
- Default Branch: master
- Last Pushed: 2019-06-14T19:48:33.000Z (about 7 years ago)
- Last Synced: 2025-01-30T14:35:04.281Z (over 1 year ago)
- Language: Jupyter Notebook
- Homepage:
- Size: 23.4 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: readme.md
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README
German-to-English machine translation using a Transformer and pre-trained GloVE embeddings. (Class project, Deep Learning for NLP, CS690D, Spring 2019)
The Transformer is implemented from scratch in PyTorch. Due to computational limitations, only 4 layers of encoders and decoders are used. Pre-trained GloVE embeddings are used for both English and German. The model achieves a BLEU score of 21.6.