Creating a top 10 song recommendation for a user on a music streaming platform such as Spotify, using exploration of various recommendation models including: Collaboration Based Filtering, KNN, Singular Value Decomposition (SVD), Content Based Filtering and Clustering. Carefully considering the problem and the nature of music recommendations. Training the models and measuring their performance and making decisions upon how to proceed.