The paper analyzed the present situation of online learning and then described the necessity that carried out personalized online learning services firstly. It constructed a personalized online learning model based on web data mining and described the basic design idea and functions in detail. For the online learning service organization, this model will provide a certain theoretical basic and reference value to build a personalized online learning system.