For computer science majors, corresponding MOOCs support the development of personnel training with the concept of “new engineering”. In China, the MOOCs on computer science released in the last four years have a range of improvements in quality, structure, applicability, and expansibility. We discuss potential contribution those courses can make to learners in aspects of social responsibility, creative thinking, professional knowledge and engineering capacity, and lifelong learning ability.