www-ai.cs.tu-dortmund.de/LEHRE/VORLESUNGEN/LOPT/WS14/index.html
TU Dortmund -- Computer Science VIII
Multipliers, FnT ML, 2010 Chapters: 2 and 3 (ADMM), 7 (distributed optimization), and 8 (ML examples: optional)
-- after Christmas --
Lecture 21 (7.1): Linear Program 1: Simplex Algorithm
Lecture 22 (12 [...] Approximation Approach to Stochastic Programming, SIOPT 2009 Sections 1~2.2, 4~5 (inclusive)
Lecture 7-8 ({27,29}.10): Stochastic subgradient descent for SVMs
> Reading: Shalev-Shwartz, Singer, and Srebro [...] mini-project (20min: 1-person group or 30min: 2-people group)
> Final report (due by 25.03): up to 7 pages (extra pages allowed only for large tables and plots)
Final grade will be based on the presentation …