After 30 years reform and open, the higher education in China has been greatly improved and developed to mass higher education. Improving talent training quality is the core task of higher education. Taking the condition of local industry colleges into consideration, we analyzed the connotation of talent training quality and put forward feasible advices to improve talent training quality from aspects of school-running orientation, educational philosophy, school-running characteristics, talent training mode, and policy setting.