Low Resource Machine Translation

Low Resource Machine Translation

Alfredo Canziani via YouTube Direct link

– Semi-supervised learning ST + BT

16 of 22

16 of 22

– Semi-supervised learning ST + BT

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Classroom Contents

Low Resource Machine Translation

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  1. 1 – Welcome to class
  2. 2 – Machine translation
  3. 3 – Beam search
  4. 4 – How alignment works
  5. 5 – Translation with uncertainty
  6. 6 – Evaluation
  7. 7 – The long tail of languages
  8. 8 – Study case: Nepali ↔ English translation
  9. 9 – Low resource machine translation
  10. 10 – FLoRes evaluation benchmark and process
  11. 11 – ML perspective
  12. 12 – Supervised learning
  13. 13 – Self-supervised learning DAE
  14. 14 – Semi-supervised learning ST
  15. 15 – Semi-supervised learning BT
  16. 16 – Semi-supervised learning ST + BT
  17. 17 – Multi-task/-modal learning
  18. 18 – Domain adaptation
  19. 19 – Unsupervised MT
  20. 20 – FLoRes Ne-En
  21. 21 – Source target domain mismatch
  22. 22 – Final remarks

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