PHYS-512 Statistical physics of computation

Florent Krzakala, École polytechnique fédérale de Lausanne (EPFL)

22 September 2022, 28 videos, 773 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.

Lecture 1a - Statistical Mechanics, First lecture

22 September 2022, 82 views

Lecture 1 - part 2 : The Curie-Weiss model, First lecture

22 September 2022, 57 views

Lecture 2 - part 1

29 September 2022, 62 views

Lecture 2 - part 2

29 September 2022, 34 views

Lecture 3 - part 1

6 October 2022, 31 views

Lecture 3 - part 2

6 October 2022, 29 views

Lecture 4 - part 1

13 October 2022, 26 views

Lecture 4 - part 2

13 October 2022, 33 views

Lecture 5 - part 1

20 October 2022, 23 views

Lecture 5 - part 2

20 October 2022, 17 views

Lecture 5 - part 3

20 October 2022, 27 views

Lecture 5 - part 4

20 October 2022, 26 views

Lecture 6 - part 1

3 November 2022, 18 views

Lecture 6 - part 2

3 November 2022, 21 views

Lecture 7 - part 1

10 November 2022, 17 views

Lecture 7 - part 2

10 November 2022, 22 views

Lecture 8 - part 1

17 November 2022, 35 views

Lecture 8 - part 2

17 November 2022, 22 views

Lecture 9 - part 1

24 November 2022, 32 views

Lecture 9 - part 2

24 November 2022, 17 views

Lecture 10 - part 1

1 December 2022, 23 views

Lecture 10 - part 2

1 December 2022, 10 views

Lecture 11 - part 1

8 December 2022, 26 views

lecture 11 - part 2

8 December 2022, 14 views

Lecture 12 - part 1

15 December 2022, 27 views

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