Combined with COVID-19 epidemic in early 2020, the paper discusses the necessity and urgency of data sharing and conjoint analysis. It introduces the principles and application scope of federated learning technology systematically, and elaborates on the current application of federated learning technology in biomedical big data privacy protection and its combination with deep learning technology according to the characteristics of different data types in detail.