#5

PyTorch / OpenNMT / Modal

LINGO

A focused machine translation project for Kangri-Hindi that moves from dataset preparation through training and installable deployment.

return to projects

learned

  • How data cleaning matters more than architecture changes for small parallel corpora.
  • Why deployment format affects whether an MT model is actually usable.
  • Where evaluation becomes difficult for regional and low-resource languages.

writeup queue

  • Write a training-data and evaluation breakdown.
  • Add examples comparing model output before and after cleanup.