Ahmad is a data scientist for a company that develops mobile apps. His team is working on a project to recommend mobile apps based on user preferences. The goal of this machine$-$learning project is to build a recommendation engine that recommends apps to users. Ahmad needs to predict future behavior based on past data. He builds and cleans a data set of over $100,000$ data points. He has three columns of user data: userID, appID, and rating.