Digital Signal Processing and Artificial Intelligence for Automatic Learning Qian Ding 3 3 2024 https://doi.org/10.6025/dspaial/2024/3/3/110-116 https://www.dline.info/dspai/fulltext/v3n3/dspaiv3n3_5.pdf With the progress of the times, the rapid development of socio-economy, and changes in human ideology, traditional martial arts have become more prominent based on ancient philosophy and ethics. However, due to modern science and technology advancements, this art is facing unprecedented challenges. This paper aims to explore the development process of traditional Chinese martial arts and achieve this goal using deep learning methods. To achieve this, we have taken a series of measures, including searching, integrating, summarizing, and classifying, better to grasp the skills of various martial arts masters and accurately measure their inheritance status. Through this study, we conclude that by using deep learning, we can accurately identify the characteristics of various traditional Chinese martial arts and thus better evaluate their value. This achievement brings a new perspective and approach to protecting and disseminating traditional Chinese martial arts.