Contributed to an early-stage, volunteer-led nonprofit translation project supporting communities with limited internet access.  Trained and compared translation models, including BERT-based approaches, to improve translation quality.  Evaluated model outputs against manual translations to measure correction rates and identify areas for improvement.  Developed an interface for processing longer content, including articles and books, beyond single-question translation.  Stored processed translations and model results to enable reuse of previously translated content.

Contributed to an early-stage, volunteer-led nonprofit translation project supporting communities with limited internet access.  Trained and compared translation models, including BERT-based approaches, to improve translation quality.  Evaluated model outputs against manual translations to measure correction rates and identify areas for improvement.  Developed an interface for processing longer content, including articles and books, beyond single-question translation.  Stored processed translations and model results to enable reuse of previously translated content.