Limited-memory quasi-Newton and Hessianfree Newton methods for non-smooth optimization
Optimization Algorithms in Machine Learning
Optimization Algorithms in Support Vector Machines
Lecture 14: Methods (Truncated Newton Method)
Super-Linear Convergence of Dual Augmented Lagrangian Algorithm for Sparse Learning
Convex Optimization
Deep Reinforcement Learning
Systems Optimization
Tools and Techniques for Sparse Optimization and Beyond
Smooth, Finite, and Convex Optimization Deep Learning Summer School