In view of the diversified structure of higher vocational college students with different experience and learning basis under the background of "one million enrollment expansion", this paper analyzes the current situation of higher vocational college students, In order to cultivate the innovative thinking and ability of the students in the three fields of "all staff, specialty, group and individual", the "school enterprise cooperation", "teacher-student cooperation" and "first and second classroom cooperation" talent training are implemented, and the "three cooperation" mode is studied and practiced to cultivate personalized and elite talents.