Information Theory
Submodular Function Minimization
Convex structure learning in log-linear models beyond pairwise potentials
Optimization in Machine Learning: Recent Developments and Current Challenges
Optimization Algorithms in Support Vector Machines
Convex Analysis and Optimization
Mathematics of Machine Learning
Lecture 5: Stochastic Programming
Dynamic ℓ1 Reconstruction
Advanced Algorithms