AMD ROCm now supports fine-tuning clinical models like MedQA without relying on Nvidia CUDA. This implementation leverages the Hugging Face ecosystem to optimize medical LLMs on open-source hardware. It removes a critical vendor lock-in for healthcare researchers. Practitioners can now deploy specialized medical AI using diverse GPU clusters to lower infrastructure costs.