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SYSTEM AND METHOD FOR BUILDING AND USING LEARNING MACHINES TO UNDERSTAND AND EXPLAIN LEARNING MACHINES

机译:构建和使用学习机来了解和解释学习机的系统和方法

摘要

Systems, devices and methods are provided for building and using learning machines to understand and explain learning machines. The present system comprises a reference learning machine and an explainer learning machine being built for explaining and understanding the reference learning machine. A set of input signals is fed through the reference learning machine and the outputs at the different components of the learning machine for each given input signal are recorded. The recorded outputs at the different components of the learning machine for each given input signal, along with the corresponding expected output of the learning machine for each given input signal, are then used to update the parameters of the explainer learning machine. After the parameter update process, the explainer learning machine can then be queried for quantitative insights about the reference learning machine.
机译:提供了用于构建和使用学习机来理解和解释学习机的系统,设备和方法。本系统包括参考学习机和为解释和理解参考学习机而构建的解释器学习机。一组输入信号通过参考学习机输入,并记录每个给定输入信号在学习机不同组件上的输出。然后,针对每个给定输入信号在学习机的不同组件处记录的输出,以及针对每个给定输入信号的学习机的相应预期输出,然后用于更新解释器学习机的参数。在参数更新过程之后,可以询问解释者学习机,以获取有关参考学习机的定量见解。

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