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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
.md
.pdf
Least Squares Problems
Contents
Regularization
Least Squares Problems
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Regularization
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Contents
Regularization