Unconstrained Optimization

YouTube Playlist: Link

Lecture List and Notes:

1. Lec1: Introduction [Video-Link / Notes]
2. Lec2: Mathematical Background-1 [Notes]
   1. Part-A: Sets, Vector Spaces [Video-Link]
   2. Part-B: Basis and Norms [Video-Link]
   3. Part-C: Orthogonality and Matrices [Video-Link]
3. Lec3: Mathematical Background-2: [No Video Available / Notes]
4. Lec4: Optimization of one Variable (Optimality Conditions) [Video-Link]
5. Lec4: Optimization of one Variable (Algorithms) [Video-Link]
6. Lec6: Convex Sets [Video-Link]
7. Lec7: Convex Sets (cont.) Farka’s Lemma [Video-Link]
8. Lec8: Convex Functions[Video-Link]