Application and Practice of MATLAB in Teaching Advanced Mathematics by Integrating Deep Learning Algorithms

This study explores the application and practice of deep learning algorithms and MATLAB software in teaching higher mathematics. The teaching case design of function approximation, differential equation solving and optimization problems was realized by constructing a deep learning model. The research results show that the teaching method can effectively improve the teaching quality, stimulate students’ learning interest, and play an important role in the cultivation of practical problem solving ability. Comparative experiments and simulation analyses further confirmed the advantages of the method in enhancing academic performance, learning motivation and classroom interaction, providing new ideas and methodological references for the reform of higher mathematics teaching.