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Theory of Nonlinear Optimization
Lecture notes
Introduction of Optimization
Line Search Methods
Trust Region Methods
Conjugate Gradient Methods
Quasi-Newton Methods
Least Squares Problems
Quadratic Programming
Augmented Lagrangian Methods
Evolution Algorithms
Subgradient Methods
Mirror Descent and Proximal Methods
Extended Topics
Projects
Final Group Project Presentation
Index