This talk, which is aimed at non-experts, reviews a few unfortunate myths and misperceptions about Artificial Intelligence. What is AI? How does it relate to Machine Learning? How close are we to human-level AI? Are super-intelligent robots going to take over the world? What are real concerns about AI?