Instructor: Tomer Koren ([email protected])
Weekly schedule
<aside> ⚠️ Class materials will be added here as semester progresses. Please let me know of any errors or typos you come across!
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Lecture 1: Introduction, Convex analysis recap
Lecture 2: Convex Optimization and Computational Efficiency
Lecture 3: Online Convex Optimization
Lecture 4: Expert Advice and Online Mirror Descent
Lecture 5: Online Mirror Descent, Online to Batch conversions
Lecture 6-7: Statistical Estimation & Lower Bounds
Lecture 8: Statistical Learning view of Stochastic Optimization
Lecture 9: Generalization in Stochastic Convex Optimization