Through the analysis of the application and development of deep learning in the field of book design and publishing, the article expounds on the positive impact of deep learning on book design and publishing, discusses the shortcomings of deep learning in creative ability, aesthetic ability, emotion, etc., and then discusses the design and publishing of books. The future development direction of intelligent aided design and intelligent personalized design is proposed to provide a reference for researchers in deep learning and book design and publication.