Explore algorithms for convex optimization and algorithms for online learning. Focus on algorithms for large scale convex optimization. Discuss problems in machine learning. Apply these ideas to online learning. Three lecture hours a week for one semester. Only one of the following may be counted: Artificial Intelligence 388K, Computer Science 388K, 395T (Topic: Online Lrng/Optimization). Prerequisite: Graduate standing.