Abstract: Introducing the concept of deep learning into the teaching process of higher education plays an important role in promoting the academic challenge, professional learning interest and scientific research literacy of college students. On the basis of summarizing and analyzing the problems existing in the traditional teaching, the Computer Network course integrated with the concept of deep learning has been reformed from the aspects of content construction, teaching process design, teaching effect evaluation and so on.

Key words: Computer network, Deep learning, Curriculum reform