This course discusses basic convex analysis (convex sets, functions, and optimization problems), optimization theory (linear, quadratic, semidefinite, and geometric programming; optimality conditions ...

"The purpose of this course is to give an introduction to convex optimization and its applications in statistical learning. In the first part of the course, I will recall the importance of convex ...