Learning style is the student's behavior and cognitive approach during learning and encompasses aspects such as autonomy, exploratory, and cooperative. The current educational reform in China aims to change students' learning styles towards self-directed and exploratory methods. This paper explores the transformation of mathematical normal students' learning styles and provides insights into future efforts to improve mathematics education.