A Practice Note providing an overview of AI and machine learning (ML). This Note provides an accessible introduction to how machines can be designed to learn on their own, including supervised and unsupervised learning methods. This Note discusses key AI and ML concepts at a detailed level, but for all audiences, even those relatively unfamiliar with computer science or advanced mathematics.