With the advent of the big data era, deep learning has been widely concerned by all walks of life. It has shown great advantages in various cutting-edge fields. Many scholars have conducted a great deal of research on deep learning. This paper introduces the related concepts of deep learning, concise summary of the relevant work based on the relevant academic achievements obtained from domestic and overseas searches, 19 classic papers and the latest three books on the depth of the past three years.