Full lecture notes are available (PDF - 2.7MB).
SES # | TOPICS |
---|---|
1 | Introduction (PDF) |
2 | Binary Classification (PDF) (This lecture notes is scribed by Jonathan Weed. Used with permission.) |
3 | Concentration Inequalities (PDF) (This lecture notes is scribed by James Hirst. Used with permission.) |
4 | Fast Rates and VC Theory (PDF) (This lecture notes is scribed by Cheng Mao. Used with permission.) |
5 | The VC Inequality (PDF) (This lecture notes is scribed by Vira Semenova and Philippe Rigollet. Used with permission.) |
6 | Covering Numbers (PDF) (This lecture notes is scribed by Ali Makhdoumi. Used with permission.) |
7 | Chaining (PDF) (This lecture notes is scribed by Zach Izzo. Used with permission.) |
8 | Convexification (PDF) (This lecture notes is scribed by Quan Li. Used with permission.) |
9 | Boosting (PDF) (This lecture notes is scribed by Xuhong Zhang. Used with permission.) |
10 | Support Vector Machines (PDF) (This lecture notes is scribed by Aden Forrow. Used with permission.) |
11 | Gradient Descent (PDF) (This lecture notes is scribed by Kevin Li. Used with permission.) |
12 | Projected Gradient Descent (PDF) (This lecture notes is scribed by Michael Traub. Used with permission.) |
13 | Mirror Descent (PDF) (This lecture notes is scribed by Mina Karzand. Used with permission.) |
14 | Stochastic Gradient Descent (PDF) (This lecture notes is scribed by Sylvain Carpentier. Used with permission.) |
15 | Prediction with Expert Advice (PDF) (This lecture notes is scribed by Zach Izzo. Used with permission.) |
16 | Follow the Perturbed Leader (PDF) (This lecture notes is scribed by Haihao Lu. Used with permission.) |
17 | Online Learning with Structured Experts (PDF) (Courtesy of Gábor Lugosi. Used with permission.) |
18 | Stochastic Bandits (PDF) (This lecture notes is scribed by Haihao Lu. Used with permission.) |
19 | Prediction of Individual Sequences (PDF) (This lecture notes is scribed by Kevin Li. Used with permission.) |
20 | Adversarial Bandits (PDF) (This lecture notes is scribed by Vira Semenova. Used with permission.) |
21 | Linear Bandits (PDF) (This lecture notes is scribed by Ali Makhdoumi. Used with permission.) |
22 | Blackwell's Approachability (PDF) (This lecture notes is scribed by Aden Forrow. Used with permission.) |
23 | Potential Based Approachability (PDF) (This lecture notes is scribed by Jonathan Weed. Used with permission.) |