An introductory course to machine learning and AI, aimed at students without a mathematics background who are interested in developing an intuitive, and critical understanding of related techniques and their effects. The course uses the JavaScript language, and the ml5.js and p5.js frameworks to introduce the theory and application of present-day machine learning algorithms.