Methods and systems for recommending files to users are described herein. Files may be recommended to a user within a file sharing service. A recommender system may intelligently recommend files to users according to their preferences through machine learning. In addition, a recommender system may recommend files based on what is popular within a group to which the user belongs. The recommendations may be adjusted based on user interaction with one or more recommended files.