This project will demonstrate how we can use Apache Spark[1] to recommend movies to a user. For this project, we will use a subset dataset of 500,000 ratings (ratings.dat.gz) [4] from the movielens 10M stable benchmark rating dataset. For convenience, the data has been provided here.