The paper analyzes the applications of medical and health data, introduces the study status of blockchain and federated learning technology in the field of medical and health, proposes the health care sharing system based on the fusion technology of blockchain and federated learning, and expounds the system architecture and application process, so as to provide a new solution for the realization of safe and reliable sharing and intelligent processing of medical and health data.