Advanced Nonlinear Optimization 1
- Linear Algebra and Calculus preliminaries
- Convex sets and convex functions
- Classification of optimization problems
- Introduction to the methods for solving optimization problems and their classifications
- Mathematical modelling and tricks
- Unconstrained optimization
- Equality constrained optimization
- Inequality constrained optimization
- Equality and inequality constrained optimization
- Dual theory
- Gradient descent method
- Genetic method
- Modelling languages in optimization