Dunno if support vector machines are still considered "SOTA", but that would be ...

TrackerFF on June 12, 2023 | parent | context | favorite | on: Convex Optimization (2004) [pdf]

Dunno if support vector machines are still considered "SOTA", but that would be one of the most obvious examples of a convex optimization problem (and probably a good starting point for students trying to tie ML and convex optimization)