Talent training is the essential requirement and fundamental mission of higher education. In order to build innovative country, carry out the innovation driven strategy, the college students should have the subject knowledge and the ability of knowledge construction. This paper summarizes the related concepts of college knowledge discipline construction, discusses the subject knowledge system, discusses the innovative thinking and the constructive thinking for college, sets forth the four processes of knowledge discipline construction.