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IOT FOG AS DISTRIBUTED MACHINE LEARNING STRUCTURE SEARCH PLATFORM

机译:物雾作为分布式机器学习结构搜索平台

摘要

Systems, methods, and computer-readable mediums for distributing machine learning model training to network edge devices, while centrally monitoring training of the models and controlling deployment of the models. A machine learning model architecture can be generated at a machine learning structure controller. The machine learning model architecture can be deployed to network edge devices in a network environment to instantiate and train a machine learning model at the network edge devices. Performance reports indicating performance of the machine learning model at the network edge devices can be received by the machine learning structure controller from the network edge devices. The machine learning structure controller can determine whether to deploy another machine learning model architecture to the network edge devices based on the performance reports and subsequently deploy the another architecture to the network edge devices if it is determined to deploy the architecture based on the performance reports.
机译:用于将机器学习模型训练分布到网络边缘设备,同时集中监视模型的训练和控制模型的部署的系统,方法和计算机可读介质。机器学习模型架构可以在机器学习结构控制器处生成。机器学习模型架构可以部署到网络环境中的网络边缘设备,以在网络边缘设备上实例化和训练机器学习模型。表示机器学习模型在网络边缘设备上的性能的性能报告可以由机器学习结构控制器从网络边缘设备接收。机器学习结构控制器可以基于性能报告确定是否将另一机器学习模型体系结构部署到网络边缘设备,并且如果基于性能报告确定要部署该体系结构,则随后将另一体系结构部署到网络边缘设备。

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