digital-health-clinical-asr-finetune

What problem does it solve?

Stage 4 fine-tunes clinical ASR using stock NeMo SFT on Parakeet TDT v2, with offline cycle N+1 evaluation to confirm loop closure.

Core Features & Use Cases

• Stratified term-aware train/validation split; 3-epoch bf16-mixed SFT; offline evaluation; optional deployment via Riva NIM.
• Applies to healthcare vocabulary tuning including drug names, conditions, and procedures, with measurable KER improvements.
• Supports end-to-end workflow from data prep to evaluation, deploying to serving if needed.

Quick Start

Prepare a GPU-enabled environment, split your manifest into train/validation, run the stock NeMo SFT on Parakeet TDT 0.6B, and perform the offline cycle N+1 evaluation.