In this paper, the necessity of constructing a golden course for Advanced Mathematics is presented. For teachers, golden courses enhance their teaching ability and job satisfaction. For students, golden courses improve their sense of learning value and significance and encourage them to actively learn and participate deeply. Next, the relevant content of course ideological and political construction is provided. Finally, a specific approach was proposed to create a golden course for Advanced Mathematics by integrating ideological and political education into the curriculum.