Abstract: With the development of the times and the reform of higher education, autonomous learning is payed more attention from all sides. Its implementation not only touch on the success of students learning in the school, but is also very important to their lifelong learning in the future, because the students become the master of learning only in this mode. About the model, this paper discusses several aspects including role change of the teachers and students, the establishment of the reasonable evaluation system, the creation of favorable campus environment, building autonomous learning platform to adapt type teaching materials as a carrier, the learning stage division. Among them, the reasonable evaluation system is the core.