Based on the knowledge point of "posterior distribution" in Bayesian statistics, the teaching design is carried out, including introduction, concept understanding and typical case explanation and analysis, so that students can deeply understand the meaning and application of knowledge point. In this paper, ideological and political elements are specially integrated into the course to deepen students' grasp of knowledge points in detail.