This paper proposes a Top-N customized Suggestion with Diagram Brain Organization (TP-GNN) in the Enormous Open Web-based Course (MOOCs) as an answer for tackle this issue. We investigate two different total capabilities to manage the client's grouping neighbors and afterward utilize a consideration instrument to produce the last thing portrayals. The examinations on a true course dataset showed the way that TP-GNN could work on the exhibitions. Moreover, the framework created in view of our technique gets positive criticism from the members, which signifies that our strategy really predicts students' inclinations and necessities