On October 25, 2016 I gave a guest lecture to the machine learning course at CU Boulder. The lecture was an adapted version of my STEMinar talk earlier this year, and aimed at an audience of students just getting into machine learning.The lecture highlights our research's group work on creating an artificial intelligence for playing Quiz Bowl. The lecture covers the AI techniques used in our system such as machine learning, deep learning, NLP, reinforcement learning, and others.