A paper I wrote for a class project detailing machine learning research I conducted using data from the Lesson With You project to determine which potential music students are most likely to make payments. The research was done using a combination of Weka and RStudio along with various machine learning algorithms including Naive Bayes, Support Vector Machines, and Multilayer Perceptrons and machine learning techniques such as feature  selection and parameter tuning.