PHYS-512 Statistical physics of computation

Florent Krzakala, École polytechnique fédérale de Lausanne (EPFL)

22 September, 4 videos, 36 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. 

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Lecture 1a - Statistical Mechanics, First lecture

22 September, 14 views


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

22 September, 17 views


Lecture 2a

29 September, 4 views


Lecture 2b

29 September, 1 view