Courses in winter term 2019 / Lecture Modern Optimization Techniques / Lecture Script
Lecture Slides:
| 00. Introduction | [PDF] | 28.10.2019 | |
| 01. Theory | [PDF] | 04.11.2019 | |
| 02. Gradient Descent | [PDF] | 11.11.2019 | |
| 03. Stochastic Gradient Descent | [PDF] | 18.11.2019 | |
| 04. Newton Method | [PDF] | 25.11.2019 | |
| 05. Quasi Newton Method | [PDF] | 02.12.2019 | |
| 06. Subgradient Method | [PDF] | 09.12.2019 | |
| 07. Coordinate Descent Method | [PDF] | 16.12.2019 | |
| 08. Duality | [PDF] | 06.01.2020 | |
| 09. Equality Constrained | [PDF] | 13.01.2020 | |
| 10. Primal Methods | [PDF] | 20.01.2020 | |
| 11. Barrier and Penalty Methods | [PDF] | 27.01.2020 | |
| 12. Cutting Planes | [PDF] | 03.02.2020 |