This project is the extension of My Previous Project. Here, we use a more specific algorithm called Personalized Pagerank Algorithm . Personalized PageRank is a variation of PageRank that computes PageRank relative to a particular vertex or set of vertices. So, I used this concept in a goal for better recommendation of movies for each user. That implies here the particular vertices or set of nodes for personalized recommendations are users.