The rapid development of AI technology has raised higher demands on education, driving comprehensive reforms in educational concepts, technologies, and methods. AI has the potential to accelerate the transformation of talent cultivation models, enhance educational quality, and foster innovative teaching models. Integrating AI-related courses into teaching cultivates students’ computational thinking, data analysis, and algorithm application skills, fostering their innovation awareness and exploration spirit through problem-solving. Additionally, leveraging AI technology and big data to analyze student learning data provides customized learning paths and resources. Furthermore, human-machine collaborative teaching constructs intelligent learning scenarios, enabling teachers to leverage AI technology to improve teaching effectiveness and offer more patient, accurate, and unique learning support services.