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Tristan van Leeuwen: Optimization Strategies for Supervised Learning

Abstract: Many (supervised) learning problems lead to optimisation problems. Often, the quantities required for finding an optimal solution (e.g., the gradient or Hessian) cannot be computed exactly. In this talk I will give an overview of recent approaches that allow one to use such approximated quantities in a rigorous way.