English-to-Kashmiri translation with NLLB-200 and LoRA

The project

A low-resource machine translation portfolio project for English-to-Kashmiri text.

What I built

• A multilingual NLLB-200 translation workflow with a parameter-efficient LoRA adapter.
• Reusable single-input and batch inference scripts.
• Model and adapter loading with CPU/GPU device selection.
• Published adapter artifacts for reproducible experimentation.

Relevant client work

Hugging Face inference integration, adapter loading, multilingual NLP experiments and fine-tuning support.

Tools: Python, PyTorch, Hugging Face Transformers, NLLB-200 and LoRA.

[View the project code](https://www.twine.net/signin

[View the published LoRA adapter](https://www.twine.net/signin

Source code, reusable inference scripts and model artifacts are available for review.