TransCoder - Unsupervised Translation of Programming Languages

TransCoder - Unsupervised Translation of Programming Languages

Yannic Kilcher via YouTube Direct link

- Back-Translation Objective

8 of 15

8 of 15

- Back-Translation Objective

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TransCoder - Unsupervised Translation of Programming Languages

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  1. 1 - Intro & Overview
  2. 2 - The Transcompiling Problem
  3. 3 - Neural Machine Translation
  4. 4 - Unsupervised NMT
  5. 5 - Shared Embeddings via Token Overlap
  6. 6 - MLM Objective
  7. 7 - Denoising Objective
  8. 8 - Back-Translation Objective
  9. 9 - Evaluation Dataset
  10. 10 - Results
  11. 11 - Tokenization
  12. 12 - Shared Embeddings
  13. 13 - Human-Aware Translation
  14. 14 - Failure Cases
  15. 15 - Conclusion

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