Theory of Convex Optimization for Machine LearningRandom topics in optimization, probability, and statistics. By Sébastien Bubeck I am extremely happy to release the first draft of my monograph based on the lecture notes published last year on this blog. (Comments on the draft are welcome!) The abstract reads as follows: This monograph presents the main mathematical ideas in convex optimization. Starting from the fundamental theory of black-box o
