DETERMINISTIC OPTIMIZATION VIDEOS AND SLIDES:

Video from a January 2017 slide presentation on the relation of Proximal Algorithms and Temporal Difference Methods, for solving large linear systems of equations. The slides are hard to read at times in the video, so you may wish to download the PDF version of the slides.
Click here for a Related Report, and a more recent set of Slides from NIPS 2017.
Based on the books
Convex Optimization Algorithms,
Nonlinear Programming, 3rd Edition,
and
Dynamic Programming and Optimal Control, Vol. II, 4th Edition: Approximate Dynamic Programming, Athena Scientific.

Video from a survey lecture (April 2016) on Incremental methods for minimizing a sum of a large number of functions, a common problem in many practical contexts, including machine learning and signal processing. Related Report and
(Lecture Slides.)
Based on the books
Convex Optimization Algorithms, and
Nonlinear Programming, 3rd Edition.
 Video from a 2008 lecture on
Polyhedral Approximations in Convex Optimization, a unifying inner and outer approximation framework, which includes cutting plane and simplicial decomposition methods. Related Journal Paper and Lecture Slides