Deep Learning in Brains, Minds and Machines

In recent years, a class of machine learning algorithms called deep neural networks have brought about a revolution in the field of artificial intelligence. Deep learning networks have pushed the state of the art on a range of challenging problems that had until now seemed out of reach for machines. At the same time, these neural networks have also led to progress in computational neuroscience with improved models of neural responses in higher visual cortical areas. The goal of this course is to provide an advanced introduction to deep learning from the joint perspective of machine learning and neuroscience.