Analytical Connectionism is a 2-week summer school on analytical tools, including methods from statistical physics and probability theory, for probing neural networks and higher-level cognition. This event brings together neuroscience, psychology and machine-learning communities, and introduces attendees to analytical methods for neural-network analysis and connectionist theories of higher-level cognition and psychology.