Fit Without Fear: An Over-Fitting Perspective on Modern Deep and Shallow Learning 
Is a Turing test for intelligence equivalent to a Turing test for consciousness? 
How Can the Brain Efficiently Build an Understanding of the Natural World 
Systems Neuroscience Using fMRI: Studying the Brain to Understand the Mind (1:02:50) 
Have We Missed Half of What the Neocortex Does? Allocentric Location as the Basis of Perception 
Machine Learning and AI for the Sciences - Towards Understanding 
Sound, Ears, Brains and the World (59:15) 
Discussion Panel: The Ethics of Artificial Intelligence (1:32:24) 
Building Machines that Learn and Think Like People (28:21) 
Connections between physics and deep learning (51:45) 
