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FEDERATED LEARNING MODEL TRAINING METHOD AND APPARATUS, TERMINAL DEVICE, AND STORAGE MEDIUM

机译:联合学习模型训练方法和装置,终端设备和存储介质

摘要

The present application relates to the technical field of artificial intelligence, and in particular relates to a federated learning model training method and apparatus, a terminal device, and a storage medium. The method comprises: storing initial model parameters of a federated learning model in a blockchain, and respectively instructing participating devices to perform local model training according to the initial model parameters in the blockchain to obtain model update parameters; respectively acquiring the model update parameters from different participating devices, and performing parameter detection on the model update parameters; if the parameter detection of the model update parameters is up to standard, storing the model update parameters in the blockchain; and performing model training on the federated learning model according to the model update parameters in the blockchain until the federated learning model after being subjected to model training converges. In the present application, by means of storing the model update parameters, the parameter detection of which is up to standard, in the blockchain, the storage of false parameters in the blockchain is prevented, and malicious attack of the participating devices on the federated learning model is prevented, thereby improving the accuracy and the security of training of the federated learning model.
机译:本申请涉及人工智能技术领域,特别涉及联邦学习模型训练方法和装置,终端设备和存储介质。该方法包括:在区块链中存储联合学习模型的初始模型参数,并分别指示参与设备根据区块链中的初始模型参数执行本地模型训练,以获得模型更新参数;分别从不同的参与设备获取模型更新参数,并在模型更新参数上执行参数检测;如果模型更新参数的参数检测到标准,请存储区块链中的模型更新参数;并根据区块链中的模型更新参数对联邦学习模型进行模型训练,直到在经过模型训练收敛之后联合学习模型。在本申请中,通过存储模型更新参数,在区块链中,将其参数检测到标准,在区块链中,防止存储在区块链中的错误参数,以及参与设备对联合学习的恶意攻击模型被阻止,从而提高了联合学习模型的培训的准确性和安全性。

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