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This article discusses the application of a Convolutional Neural Network (CNN) model in tactical analysis and evaluation of women’s football teams. The article explains the four components of the CNN model, their function principles and implementation methods. It also explains how the CNN model can be used to analyze the four hidden abilities of women football players and their personal position mistakes.