The research on the evaluation of students' learning is the key to promote the innovation and entrepreneurship education and talent training in Colleges and universities, and to promote the all-round development of students. The Ministry of Education's New Era National Undergraduate Education Work Conference emphasizes "people-oriented", promotes "four return", and proposes that the quality and effectiveness of talent cultivation are the fundamental standards for testing all work. In this context, it is necessary to explore a diversified evaluation system, improve the evaluation ability for learning process, and ensure the quality of students' training. We should strengthen the management of students' learning process, optimize and extend the evaluation of students' learning process, establish an evaluation system with the participation and interaction of students, teachers, learning partners, social needs and other subjects, explore project driven teaching, promote the connection between students' learning process evaluation and external needs, and cultivate students' innovation spirit, entrepreneurship awareness and innovative and entrepreneurship ability.