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FEDERATED LEARNING METHOD AND APPARATUS, COMPUTER DEVICE, AND READABLE STORAGE MEDIUM

机译:联合学习方法和设备,计算机设备和可读存储介质

摘要

Provided are a federated learning method and apparatus, a computer device, and a readable storage medium. The federated learning method comprises: acquiring sample data and an identification code of the sample data; converting the sample data into a vector to obtain a vector representation of the sample data; encoding the vector representation to obtain an eigenvector of the sample data; and transmitting the eigenvector and the identification code to a data requesting end, such that the data requesting end looks up a label of the sample data on the basis of the identification code and implements federated learning model training on the basis of the eigenvector and the label. The present method increases the security of data during the process of federated learning.
机译:提供了联合学习方法和装置,计算机设备和可读存储介质。联合学习方法包括:获取样本数据和样本数据的识别码;将样本数据转换为向量以获得样本数据的向量表示;编码矢量表示以获取样本数据的特征向量;并将识别码发送到数据请求结束的数据,使得数据请求结束基于识别码来查找样本数据的标签,并基于特征向量和标签实现联合学习模型训练。本方法增加了联合学习过程中数据的安全性。

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