On October 20, 2020, I had the opportunity to give the N. Grahman Public Lecture at the University of Toronto. This lecture allowed my to present my perspective on the state of neural-network based models of intelligence, as captured by breakthroughs in machine game playing, language processing, and other domains. The lecture is available You Tube.