Statistical learning theory 2020 — различия между версиями
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Bbauwens (обсуждение | вклад) |
Bbauwens (обсуждение | вклад) |
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| − | ! Date !! Summary !! Lecture notes !! Problem list !! Solutions | + | ! Date !! Summary !! Lecture notes !! Slides !! Problem list !! Solutions |
|- | |- | ||
| − | | 12 Sept || Introduction and sample complexity in the realizable setting | + | | 12 Sept || Introduction and sample complexity in the realizable setting |
| − | || [https://www.dropbox.com/s/fbdew1vdzskenie/01sem.pdf?dl=0 Problem list 1] || <!--[https://www.dropbox.com/s/cixli4sghy0w01q/01solution.pdf?dl=0 Solutions 1]--> | + | || [https://www.dropbox.com/s/kicoo9xf356eam5/01lect.pdf?dl=0 lecture1.pdf] |
| + | || [https://www.dropbox.com/s/pehka8xyu5hlpis/slides01.pdf?dl=0 slides1.pdf] | ||
| + | || [https://www.dropbox.com/s/fbdew1vdzskenie/01sem.pdf?dl=0 Problem list 1] | ||
| + | || <!--[https://www.dropbox.com/s/cixli4sghy0w01q/01solution.pdf?dl=0 Solutions 1]--> | ||
|- | |- | ||
| 19 Sept || VC-dimension and sample complexity || || || | | 19 Sept || VC-dimension and sample complexity || || || | ||
Версия 09:17, 12 сентября 2020
General Information
Teachers: Bruno Bauwens and Vladimir Podolskii
Lectures: Saturday 9h30 - 10h50, zoom https://zoom.us/j/96210489901
Seminar for group 1: Saturday 11h10 - 12h30, Bruno Bauwens and Vladimir Podolskii zoom https://zoom.us/j/94186131884,
Seminar for group 2: Tuesday ??, Nikita Lukyanenko
Course materials
| Date | Summary | Lecture notes | Slides | Problem list | Solutions |
|---|---|---|---|---|---|
| 12 Sept | Introduction and sample complexity in the realizable setting | lecture1.pdf | slides1.pdf | Problem list 1 | |
| 19 Sept | VC-dimension and sample complexity | ||||
| 26 Sept | Risk bounds and the fundamental theorem of statistical learning theory | ||||
| 03 Nov | Rademacher complexity and margin assumption |
Office hours
| Person | Monday | Tuesday | Wednesday | Thursday | Friday | |
|---|---|---|---|---|---|---|
| Bruno Bauwens | Room 620 |