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 based on mathematical statistics. The article uses the attention vector and knowledge acceptance in children’s teaching as a multi-scale convolution level to analyze the effect of education. The study results found that the evaluation system can analyze the quality of children’s education while also considering children’s learning emotions.