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MACHINE LEARNING MODEL RE-TRAINING BASED ON DISTRIBUTED FEEDBACK

机译:基于分布式反馈的机器学习模型再训练

摘要

Machine learning model re-training based on distributed feedback received from a plurality of edge computing devices is provided. A trained instance of a machine learning model is transmitted, via one or more communications networks, to the plurality of edge computing devices. Feedback data is collected, via the one or more communications networks, from the plurality of edge computing devices. The feedback data includes labeled observations generated by the execution of the trained instance of the machine learning model at the plurality of edge computing devices on unlabeled observations captured by the plurality of edge computing devices. A re-trained instance of the machine learning model is generated from the trained instance using the collected feedback data. The re-trained instance of the machine learning model is transmitted, via the one or more communications networks, to the plurality of edge computing devices.
机译:提供了基于从多个边缘计算设备接收的分布式反馈的机器学习模型再训练。经由一个或多个通信网络将机器学习模型的训练后的实例传输到多个边缘计算设备。经由一个或多个通信网络从多个边缘计算设备收集反馈数据。反馈数据包括通过在多个边缘计算设备捕获的未标记的观察结果上在多个边缘计算设备处执行机器学习模型的训练实例而生成的标记的观察结果。使用收集的反馈数据从训练后的实例生成机器学习模型的再训练后的实例。机器学习模型的重新训练的实例经由一个或多个通信网络被传输到多个边缘计算设备。

著录项

  • 公开/公告号US2019370686A1

    专利类型

  • 公开/公告日2019-12-05

    原文格式PDF

  • 申请/专利权人 NAMI ML INC.;

    申请/专利号US201916428540

  • 发明设计人 JOSEPH D. PEZZILLO;DANIEL BURCAW;

    申请日2019-05-31

  • 分类号G06N20;G06N5/04;H04L29/08;

  • 国家 US

  • 入库时间 2022-08-21 11:18:42

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