This session will delve into three important supervised learning algorithms, Perceptron, Decision Trees, and Naïve Bayes, designed to aid in the prediction process. Attendees will walk away with a firm grasp of how these algorithms function in the context of the nuML Machine Learning Library, together with application methods for their current software of choice.