PHYS-512 Statistical physics of computation

Florent Krzakala, École polytechnique fédérale de Lausanne (EPFL)

14 September 2021, 45 videos, 1680 views, Open Channel

This course covers the statistical physics approach to computer science problems ranging from graph theory and constraint satisfaction to inference and machine learning. In particular the replica and cavity methods, message passings algorithms, and analysis of the related phase transitions.

Viewable by everyone.

45:06

lecture 14

23 December 2021, 44 views

45:56

lecture 13 part2

16 December 2021, 34 views

45:45

Lecture 13 part 1

16 December 2021, 33 views

25:57

exercise session 12 part 2

9 December 2021, 5 views

20:31

exercise session 12 part 1

9 December 2021, 10 views

56:43

Lecture 12 part 2

9 December 2021, 24 views

45:01

Lecture 12 part 1

9 December 2021, 31 views

51:30

Lecture 11 part 2

2 December 2021, 46 views

46:21

Lecture 11 part 1

2 December 2021, 52 views

43:17

exercise session 10 part 2

25 November 2021, 16 views

42:17

exercise session 10 part 1

25 November 2021, 22 views

1:00:18

Lecture 10 part 2

25 November 2021, 30 views

44:34

Lecture 10 part 1

25 November 2021, 76 views

26:17

Exercise session 9

18 November 2021, 23 views

45:29

lecture 9 part 2

18 November 2021, 43 views

49:07

lecture 9 part 1

18 November 2021, 62 views

56:35

Exercise 8

11 November 2021, 26 views

48:21

Lecture 8 part 3

11 November 2021, 49 views

16:09

Lecture 8 part 2

11 November 2021, 48 views

26:20

lecture 8 part 1

11 November 2021, 65 views

32:14

Exercises 7

4 November 2021, 22 views

46:51

Lecture 7 part 2

4 November 2021, 35 views

46:54

Lecture 7 part 1

4 November 2021, 40 views

1:37:26

Exercise week 6

28 October 2021, 29 views

49:14

Lecture 6 part 2

28 October 2021, 28 views

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