A 1.5-day workshop bringing together researchers in neuroscience, psychology, and machine learning to discuss the state of the art of research in connectionist theories of higher-level cognition and psychology, as well as the latest theoretical and analytical methods for analysing neural networks. Please see the Gatsby webpage on the workshop for more details.