Convex Optimization
Optimization Algorithms in Machine Learning
Optimization in Learning and Data Analysis
Lecture 8: Lagrangian
Numerical Methods Applied to Chemical Engineering
Lecture 17: Newton's Method (Cont.)
Efficiency of Quasi-Newton Methods on Strictly Positive Functions
Limited-memory quasi-Newton and Hessianfree Newton methods for non-smooth optimization
Lecture 5: Optimal And Locally Optimal Points
Optimization: Theory and Algorithms