With more and more colleges and universities set up artificial intelligence undergraduate major, the cultivation of artificial intelligence undergraduate has become a hot topic. The cultivation of AI undergraduates should draw on the successful experience of software engineering major, pay attention to cooperation with enterprises, and introduce case and project teaching. The paper presents one curriculum system of AI undergraduates major and practice courses based on Huawei' s ModelArts platform.