Integrated Application of Big Data Center Using the Technology of Federated Learning
Based on the open-source federated learning framework,the federated learning platform is built to support horizontal federated learning,vertical federated learning and federated transfer learning,providing one-step development capabilities from data access to model deployment,simplifying the development and deployment of federated learning models and reducing the threshold for use.The federated learning platform can be organically integrated into the existing big data center.With the distribution characteristics of the existing data resources combined,the role allocation mechanism is flexibly used,and the effective federated learning model is created.The federated learning platform and the deployment solution are able to break the"data island"situation brought by the independent construction of the big data center,comprehensively improving the efficiency of the big data platform.
federated learningbig data centerhorizontal federated learningvertical federated learningfederated transfer learning
万方数据
维普
