1 | Unconstrained Optimization Optimality Conditions (PDF) |
2 | Convex Unconstrained Optimization Optimality Conditions |
3 | Newton's Method (PDF) |
4 | Quadratic Forms (PDF) |
5 | Steepest Descent Method (PDF - 2.2 MB) |
6 | Constrained Optimization Optimality Conditions I (PDF) |
7 | Constrained Optimization Optimality Conditions II |
8 | Constrained Optimization Optimality Conditions III |
9 | Projection Methods for Equality Constrained Problems (PDF) |
10 | Projection Methods/Penalty Methods (PDF) |
11 | Penalty Methods |
12 | Barrier Methods, Conditional Gradient Method (PDF) |
13 | Midterm Exam |
14 | Interior-Point Methods for Linear Optimization I (PDF) |
15 | Interior-Point Methods for Linear Optimization II |
16 | Analysis of Convex Sets (PDF) |
17 | Analysis of Convex Functions |
18 | Duality Theory I (PDF) |
19 | Duality Theory II |
20 | Duality Theory III |
21 | Duality Theory IV (PDF) |
22 | Generalized Programming and Subgradient Optimization (PDF) |
23 | Semidefinite Optimization I (PDF) |
24 | Semidefinite Optimization II |
25 | Semidefinite Optimization III |
26 | Extensions and Wrap-up |