Introduction to convex programming, interior point methods, and semi-definite programming Provider: videolectures.net Language: English

Optimization in Machine Learning: Recent Developments and Current Challenges Provider: videolectures.net Language: English

Optimization Algorithms in Support Vector Machines Provider: videolectures.net Language: English

Prediction: Machine Learning and Statistics Provider: mit opencourseware Language: English

Convex Analysis and Optimization Provider: mit opencourseware Language: English

Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization Provider: videolectures.net Language: English

Primal-Dual Subgradient Methods for Huge-Scale Problems Provider: videolectures.net Language: English

Limited-memory quasi-Newton and Hessianfree Newton methods for non-smooth optimization Provider: videolectures.net Language: English

Optimal Computational Trade-Off of Inexact Proximal Methods Provider: videolectures.net Language: English

Active Set Algorithm for Structured Sparsity-Inducing Norm Provider: videolectures.net Language: English