Stochastic Optimization for Machine Learning ICML 2010, Haifa, Israel Tutorial by Nati Srebro and Ambuj Tewari Toyota Technological Institute at Chicago Goals • Introduce Stochastic Optimization setup, and its relationship to Statistical Learning and Online Learning • Understand Stochastic Gradient Descent: formulation, analysis and use in machine learning • Learn about extensions and generalizati