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DEVICE FOR STUDENT-TEACHER TRANSFER LEARNING NETWORK USING KNOWLEDGE BRIDGE AND METHOD THEREOF

机译:使用知识桥的学生-教师转移学习网络的装置及其方法

摘要

The present invention provides a device, a method, a manufacturing method for a device, and a manufacturing method for an integrated circuit. The purpose of the present invention is to provide a device for a student-teacher transfer learning network using a knowledge bridge and a method thereof. The device includes: a teacher network; a student network; multiple knowledge bridges between the teacher network and the student network; and a loss function device connected to the multiple knowledge bridges and the student network. Each of the multiple knowledge bridges provides a hint related to a function to be learned. The hint includes a mean square error. The manufacturing method for a device includes: a step of training the teacher network; a step of providing the hint to the student network by the multiple knowledge bridges between the teacher network and the student network; and a step of determining the loss function based on the output of the student network and multiple knowledge bridges.;COPYRIGHT KIPO 2019
机译:本发明提供一种器件,方法,器件的制造方法和集成电路的制造方法。本发明的目的是提供一种用于使用知识桥的师生转移学习网络的设备及其方法。该设备包括:教师网络;学生网络;教师网络和学生网络之间的多个知识桥梁;丢失功能设备连接到多个知识桥和学生网络。多个知识桥中的每一个都提供与要学习的功能有关的提示。该提示包括均方误差。一种设备的制造方法,包括:训练教师网络的步骤;通过教师网络和学生网络之间的多种知识桥梁向学生网络提供提示的步骤;以及基于学生网络的输出和多个知识桥确定损失函数的步骤。; COPYRIGHT KIPO 2019

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