Journees SESO June 2015 Title: "Larger-scale robust optimization and applications" Author: Laurent El Ghaoui Abstract: In this short course we describe some concepts in large-scale robust optimization, and detail some practical applications in machine learning, retail (pricing and optimal advertising), finance (portfolio optimization), and energy management.