The paper introduces the application and development situation of health care data and related study status, proposes to establish a chronic disease management model with safety and privacy protection by using federated machine learning method, expounds the model framework design from the aspects of objectives, system architecture, framework and functions, training process, etc., points out that it is helpful to greatly reduce the risk of user data leakage.