According to the characteristics of data mining course, this paper proposes to apply hybrid teaching mode to the teaching of this course based on SPOC. The use of SPOC platform can improve the teaching quality of teachers through online and offline teaching, fully mobilize students' interest in learning, and improve the learning effect.