The key of intelligent learning support system lied in providing personalized service according to different students. Based on cognitive student model, the article designed an intelligent learning support system based on machine learning, which automatically diagnosed students’ cognitive abilities in order to make students in different levels get different depth’s answers, and appropriate level skills training. This would stimulate students' interest in learning and improve students' cognitive ability.