Optimization

Undergraduate course, University of Luebeck, 2023

Summer terms 2022 and 2023 (~ 12 students per semester).

  • Linear optimization (simplex method)
  • Nonlinear optimization without constraints (gradient method, CG, Newton method, quasi-Newton, globalization)
  • Nonlinear optimization with equation and inequality constraints (Lagrange multipliers, active set method)
  • Stochastic methods in machine learning