Bundle Methods for Machine Learning (T17) Alex Smola, S V N Vishwanathan, Quoc Viet Le · Problem: Regularized Risk Minimization · Our Idea: Use modified Bundle Method Solver convergence rates for non-smooth obj. convergence rates for smooth obj. Our algorithm applies to a wide variety of loss fn. SVMPerf a special case of our method Objective Function vs. No. of Iterations