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. Computer Science 388K and 395T (Topic: Online Lrng/Optimization) may not both be counted Prerequisite: Graduate standing.