Lectures
Lecturer | Varun Kanade |
Hours | Monday-Thursday : 10h30-12h30, Friday: 9h00-11h00 |
Location | Lecture Room 7, Information Engineering Building |
Note 1. There will be parts of the chapters suggested as reading that you struggle with or may seem not directly related to what we covered in the lecture. I suggest you skip these sections and then only return to them once you've understood the material covered in the lecture and want to increase your understanding further.
Note 2. The notes for the material on multi-armed bandits and online learning with expert advice were scribed by Shaan Desai and Bryn Elesedy. They have not been proof read carefully, and as such should be used as a guide to deciding which section of the book to read.
Lecture Schedule
Date | Topic | Handouts | Reading |
---|---|---|---|
05/11/2018 |
Introduction to Machine Learning Dimensionality Reduction Kernel PCA |
[slides] [slides] |
Chap. 1 Chap. 12.2-3 Chap. 1 of this book for SVD Chap. 14.4.4 |
06/11/2018 |
Clustering |
[slides] |
Chap. 11.4.2.5, 25.3-5 |
08/11/2017 |
Multi-armed Bandits I |
[notes pdf] [notes pdf] |
(Sli) Chap. 1 |
09/11/2017 |
Multi-armed Bandits II |
[notes pdf] |
(Sli) Chap. 2, 3 |
10/11/2017 |
Experts and Adversarial Bandits |
[notes pdf] |
(Sli) Chap. 5, 6 |