Courses in winter term 2014 / Lecture Modern Optimization Techniques / Lecture Script
Lecture Slides:
| Overview | [PDF] | 23.10.2014 | |
| Convex Functions | [PDF] | 30.10.2014 | |
| Gradient Descent | [PDF] | 06.11.2014 | |
| Stochastic Gradient Descent | [PDF] | 13.11.2014 | |
| Coordinate Descent | [PDF] | 20.11.2014 | |
| Newton's method | [PDF] | 27.11.2014 | |
| Newton's method II | [PDF] | 04.12.2014 | |
| Subgradients | [PDF] | 11.12.2014 | |
| Convergence Analysis | [PDF] | 18.12.2014 | |
| Duality | [PDF] | 08.01.2015 | |
| Equality Constrained Problems | [PDF] | 15.01.2015 | |
| Interior Point Methods | [PDF] | 22.01.2015 | |
| Cutting Plane Methods | [PDF] | 29.01.2015 | |
| ADMM Method | [PDF] | 05.02.2015 |