In the process of offline first-class graduate course construction, teachers should update the teaching idea, explore the curriculum reform, strengthen the classroom teaching, innovative teaching mode, promote teaching, with student development as the centre, is committed to tap students 'inner potential and stimulate learning motivation, pay attention to students' morality, intellectual and physique all-round development, ensure the teaching quality. In order to cultivate students' professional ability and innovation ability, the article first of the modern agricultural innovation and rural revitalization of strategic course construction content introduction, and then expounds the modern agricultural innovation and rural revitalization of strategic course construction ideas, finally discusses the modern agricultural innovation and rural revitalization strategy course as offline first-class graduate course construction practice.