Convex Optimization, Machine Learning, Optimization.
Subgradients Subgradient method Proximal gradient descent and acceleration Proximal gradient descent and acceleration (cont’d) Theory II: Optimality and duality (CMU 2016 R & SB) Duality in linear programs Duality in general programs KKT conditions Duality uses and correspondences Algorithms II: