The current education system for preschool students has relatively small differences and cannot fully reflect the true mastery of students. The article designs a cognitive system for preschool students' educational scoring basedon mathematical statistics. The article uses the attention vector and knowledge acceptance in children's teachingas a multi-scale convolution level to analyze the effect of education. The study results found that the evaluationsystem can analyze the quality of children's education while also considering children's learning emotions.
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