AbstractWith the rapid development of information technology such as big data and learning analytics, intelligent systems, a product of the deep integration of technology and education, have emerged. In this paper, a human-computer interaction teaching system for traditional New Year Painting is proposed based on the learner model. Firstly, the attention mechanism based long and short term memory network is used to mine the emotion from the course review text of learners, and the association rule algorithm and ID3 algorithm are used to initialize and dynamically update the text. Constructing a personalized HCI teaching system with the learner as the center. Based on the smart learning model, the functional modules of the human-computer interaction teaching system are analyzed and designed in detail, including online learning, online testing and educational information. The design of the database of the intelligent teaching system is proposed, and the design process of the database is fully dem.....