From Binary to Multiclass
Class notes can be downloaded from here. They were also summarized in Hebrew by Vered Shwartz.
Error Correcting Output Codes (ECOC) is summarized in a beasutiful paper by Allwein, Schapire, and Singer (2000).
Multiclass
Class notes can be downloaded from here. Again you can look at the notes in Hebrew made by Vered Shwartz.
Multilabel and ranking
Definition of the multilabel problem and its surrogate loss is presented in Section 2 of (Crammer and Singer, 2003) and in Section 7 (the first half) of (Crammer, Dekel, Keshet, Shalev-Shwartz, and Singer, 2006)
The presentation on search engines can be downloaded from here.
Search engines
The presentation on search engines can be downloaded from here.
Structured prediction
First presentation on structured prediction can be downloaded from here.
Look at the presentation of Klein and Taskar and the presentation of GĂ¤rtner and Vembu.
Conditional Random Fields (CRFs)
CRFs are extension of logistic regression to structured output problems. A description of CRF is given here.
Recommender systems
Presentation can be found (new version!)here.
If you are interested, see also papers by Yehuda Koren.
Latent Dirichlet Allocation
Presentation can be found here.
Generative models and deep neural models
Presentation is based on the presentation given at Standford CS231n and can be found here.
Adversarial examples
Presentaion can be downloaded here.
2014a, 2014b, 2015a, 2015b 2016a, and 2016b
Exercises can be downloaded from the Piazza.