It is imperative to transform the traditional engineering education model, build an interdisciplinary knowledge system, and cultivate compound talents that meet the needs of the new era. This research analyzes the deep integration of intelligent manufacturing and artificial intelligence, clarifies the shortcomings and industry needs of the intelligent manufacturing professional course construction, explores innovative measures such as course content updates, teaching method innovation, and practice strengthening, and proposes a variety of reform practice paths.