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AUTOMATIC PROBLEM ASSESSMENT IN MACHINE LEARNING SYSTEM

机译:机器学习系统中的自动问题评估

摘要

A machine learning problem assessment system that identifies potential machine learning problems in a machine learning system in which learning code evaluates data to correlate estimated learned data with data patterns. An accessing component accesses the learning code and/or the data that the learning code evaluates. A problem identifies component estimates, based on the accessed code and/or data, that there is a potential problem with machine learning system. A rectification component at least partially automatically rectifies the identified potential problem with the machine learning system by performing a computerized action on the machine learning system. The identified potential problem may affect quality (e.g., appropriateness of conclusions) and/or performance (e.g., speed) of the learning of the machine learning system.
机译:一种机器学习问题评估系统,该系统识别机器学习系统中潜在的机器学习问题,其中学习代码评估数据以将估计的学习数据与数据模式相关联。访问组件访问学习代码和/或学习代码评估的数据。一个问题会根据访问的代码和/或数据来确定组件估计,表明机器学习系统存在潜在问题。纠正组件通过对机器学习系统执行计算机化的动作,至少部分地自动纠正了机器学习系统识别出的潜在问题。所识别的潜在问题可能影响机器学习系统的学习的质量(例如,结论的适当性)和/或性能(例如,速度)。

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