Federation learning modeling method, device and apparatus and readable storage medium

Abstract

The invention discloses a federated learning modeling method, device and apparatus and a readable storage medium. The federated learning modeling method comprises the steps of negotiating and interacting with each second device associated with a first device, determining each to-be-completed model training task; determining each model training participation device corresponding to each to-be-completed model training task in each second device; and then obtaining a model training time period corresponding to each to-be-completed model training task, and based on each model training time period,coordinating each model training participation device corresponding to each to-be-completed model training task to carry out a preset federated learning modeling process so as to complete each to-be-completed model training task. According to the invention, the technical problem of low utilization rate of coordinator computing resources in a federated learning system is solved.

Description

technical field [0001] The present application relates to the field of artificial intelligence of financial technology (Fintech), and in particular to a federated learning modeling method, device, equipment and readable storage medium. Background technique [0002] With the continuous development of financial technology, especially Internet technology and finance, more and more technologies (such as distributed, blockchain, artificial intelligence, etc.) Requirements, such as the distribution of corresponding to-do items in the financial industry also have higher requirements. [0003] With the continuous development of computer software and artificial intelligence, the application fields of federated learning are becoming more and more extensive. In federated learning scenarios, a model is usually jointly trained by multiple federated learning participants, and the coordinator is used to coordinate each federated learning Participants perform model training, for example, i...

AI Technical Summary

Problems solved by technology

[0004] The main purpose of this application is to provide a federated learning modeling method, device, device and readable storage medium, aiming to solve the technical problem of low utilization of coordinator computing resources in the federated learning system in the prior art

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