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METHOD AND APPARATUS FOR IMPROVING THE LEARNING PERFORMANCE OF MACHINE LEARNING MODELS ACCORDING TO THE CHARACTERISTICS OF CROWDSOURCING BASED ON PROJECTS
METHOD AND APPARATUS FOR IMPROVING THE LEARNING PERFORMANCE OF MACHINE LEARNING MODELS ACCORDING TO THE CHARACTERISTICS OF CROWDSOURCING BASED ON PROJECTS
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机译:基于项目的众包的特征,改善机器学习模型的学习性能的方法和装置
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摘要
The present invention relates to a method and apparatus for improving the learning performance of a machine learning model according to the characteristics of a crowdsourcing-based project. In a method for improving the learning performance of a machine learning model according to the characteristics of a crowdsourcing-based project according to an embodiment of the present invention, the method comprising: a first step of acquiring work data completed by at least one worker; a second step of classifying the obtained work data into any one of a plurality of groups by performing an inspection; a third step of generating a first data set, a second data set, and a third data set by separating data included in each group; a fourth step of learning a machine learning model for each group using the generated first data set, second data set, and third data set; a fifth step of evaluating the performance of each machine learning model for each group; and a sixth step of comparing the learning performance and the target performance of the corresponding machine learning model for each group, and repeatedly learning the machine learning model for each group until the learning performance is satisfied with the target performance can do.
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