Course contents:
- Elements of convex analysis
- Lagrange duality
- Convergence properties of algorithms
- Gradient descent
- Newton's method
- Conjugate gradient
- Trust-region
- Interior-point methods
- Basic derivative-free methods
The course is managed through Blackboard.