Statistical learning theory 2020 — различия между версиями
Материал из Wiki - Факультет компьютерных наук
Bbauwens (обсуждение | вклад) |
Bbauwens (обсуждение | вклад) |
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{| class="wikitable" | {| class="wikitable" | ||
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− | ! Date !! Summary !! Lecture notes !! Slides !! Problem list !! Solutions | + | ! Date !! Summary !! Lecture notes !! Slides !! Video !! Problem list !! Solutions |
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| 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/kicoo9xf356eam5/01lect.pdf?dl=0 lecture1.pdf] | || [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/pehka8xyu5hlpis/slides01.pdf?dl=0 slides1.pdf] | ||
+ | || | ||
|| [https://www.dropbox.com/s/fbdew1vdzskenie/01sem.pdf?dl=0 Problem list 1] <span style="color:red">Update 16.09, prob 1.2</span> | || [https://www.dropbox.com/s/fbdew1vdzskenie/01sem.pdf?dl=0 Problem list 1] <span style="color:red">Update 16.09, prob 1.2</span> | ||
|| [https://www.dropbox.com/s/rn8nv9y0db61a0h/01sol.pdf?dl=0 Solutions 1] | || [https://www.dropbox.com/s/rn8nv9y0db61a0h/01sol.pdf?dl=0 Solutions 1] | ||
Строка 32: | Строка 33: | ||
|| [https://www.dropbox.com/s/ayry6kp91h5s1nv/02lect.pdf?dl=0 lecture2.pdf] | || [https://www.dropbox.com/s/ayry6kp91h5s1nv/02lect.pdf?dl=0 lecture2.pdf] | ||
|| [https://www.dropbox.com/s/6p6h1ooy4i5wt1t/02slides.pdf?dl=0 slides2.pdf] | || [https://www.dropbox.com/s/6p6h1ooy4i5wt1t/02slides.pdf?dl=0 slides2.pdf] | ||
+ | || [https://youtu.be/SBoffzKZebg Chapters 2 and 3] | ||
|| [https://www.dropbox.com/s/4qn4qzr6mgu9lt3/02sem.pdf?dl=0 Problem list 2] | || [https://www.dropbox.com/s/4qn4qzr6mgu9lt3/02sem.pdf?dl=0 Problem list 2] | ||
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Версия 22:02, 23 сентября 2020
General Information
Teachers: Bruno Bauwens and Vladimir Podolskii
Lectures: Saturday 9h30 - 10h50, zoom https://zoom.us/j/96210489901
Seminars
- Group 1: Saturday 11h10 - 12h30, Bruno Bauwens and Vladimir Podolskii zoom https://zoom.us/j/94186131884,
- Group 2: Tuesday 18h, Nikita Lukyanenko, see ruz.hse.ru
Homeworks: deadlines every 2 weeks, Sat 26 Sept, 10 Oct, etc. before the lecture.
Course materials
Date | Summary | Lecture notes | Slides | Video | Problem list | Solutions |
---|---|---|---|---|---|---|
12 Sept | Introduction and sample complexity in the realizable setting | lecture1.pdf | slides1.pdf | Problem list 1 Update 16.09, prob 1.2 | Solutions 1 | |
19 Sept | VC-dimension and sample complexity | lecture2.pdf | slides2.pdf | Chapters 2 and 3 | Problem list 2 | |
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 | 16h15-20h00 | Room S834 Pokrovkaya 11 |
It is always good to send an email in advance. Questions are welcome.