OpenGM

Convex Optimization

Lieven Vandenberghe (University of California, Los Angeles)

Beyond stochastic gradient descent for large-scale machine learning

Francis Bach (INRIA)

Variational Methods for Computer Vision

Daniel Cremers (Technische Universität München) (lecture 18 missing from playlist)

Continuous Optimization in Computer Vision

Andrew Fitzgibbon (Microsoft Research)