Introduction
Linear algebra review
Convex sets
Convex functions
Convex optimization problems
Duality
Approximation and fitting
Statistical estimation
Geometric problems
Numerical linear algebra background
Unconstrained minimization
Equality constrained minimization
Interior point methods
Conclusions