A detailed syllabus for PHYS 1970D/2620J: Statistical Physics of Inference and (Deep) Learning is available here.

While a detailed description about my approach to the topic is under construction, you may access the compiled lecture notes (TeX version coming soon) here. Note that these are available under the Creative Commons license, which implies that you may copy and distribute this document provided that you make no changes to it whatsoever.