This lesson begins with a fun, interactive, whole-class, charades-like activity that will hook students and introduce them to the concept of machine learning. Then, we'll watch a video which shows how machine learning algorithms can be used for real software applications with a fun bowling simulation game. Included is a lesson plan which describes the activity and workflow, as well as a link to the video and a set of questions for students to answer and then discuss as a class. The students do