Mapping clinical text to structured medical codes.
I am working on an NLP/LLM pipeline that reads unstructured clinical notes and lifts the right ICD-10 and HCC codes out of them — quietly, reliably, and within HIPAA's lines.
January 2026 — present · Remote / Kathmandu
- 01Multi-stage inference: Named Entity Recognition → context modelling → embeddings → re-ranking → date-of-service detection.
- 02Fine-tuned LLMs for clinical entity recognition and automated medical code prediction.
- 03Asynchronous orchestration with AWS SQS + Celery — distributed, fault-tolerant, idempotent.
- 04HIPAA-compliant handling of PHI, with practical training in US healthcare data privacy.