Convex Optimization, Machine Learning, Optimization.
Second-order methods (CMU 2016 J, replaced most by SB) Newton’s method (SB) Barrier method (SB) Duality revisited (SB) Primal-dual interior point methods (SB) Quasi-Newton methods (J) Speical Topics Proximal Newton method (R) Dual methods (ADMM)(R) Alternating direction method of multipliers (ADMM