In this report, we introduce the technical details of HuaTuo, a fine-tuned LLaMA Large Language Model, enhanced with generated QA pairs for improved performance in biomedical tasks. This approach equips HuaTuo with more accurate medical knowledge, addressing the expertise gap in standard LLMs.