The 2023 School on Analytical Connectionism was a 2-week summer course on analytical tools for probing neural networks and higher-level cognition. The course brought 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. Please see the Gatsby webpage on the schools for more details.