PHYS-642 Statistical physics for optimization & learning 23

PHYS-642 Statistical physics for optimization & learning 23

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This course covers the statistical physics approach to computer science problems, with an emphasis on heuristic & rigorous mathematical technics, ranging from graph theory and constraint satisfaction to inference for machine learning, neural networks and statistics.

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11b 1 of 15

duration 44 minutes 29 seconds

11b

11b

11b

11b

From Luca Pesce

0 likes 49 plays 0
11a 2 of 15

duration 44 minutes 30 seconds

11a

11a

11a

11a

From Luca Pesce

0 likes 52 plays 0
TD5, Information theory 3 of 15

duration 46 minutes 50 seconds

TD5, Information theory

TD5, Information theory

TD5, Information theory

TD5, Information theory

From Florent Krzakala

0 likes 29 plays 0
10, Random Constraint Satisfaction Problem 4 of 15

duration 1 hour 29 minutes

10, Random Constraint Satisfaction Problem

10, Random Constraint Satisfaction Problem

10, Random Constraint Satisfaction Problem

10, Random Constraint Satisfaction Problem

From Luca Pesce

0 likes 42 plays 0
9b, Applications of GAMP 5 of 15

duration 47 minutes 14 seconds

9b, Applications of GAMP

9b, Applications of GAMP

9b, Applications of GAMP

9b, Applications of GAMP

From Luca Pesce

0 likes 21 plays 0
9a, GAMP 6 of 15

duration 42 minutes 35 seconds

9a, GAMP

9a, GAMP

9a, GAMP

9a, GAMP

From Luca Pesce

0 likes 26 plays 0
8b, Generalized Linearized Models 7 of 15

duration 40 minutes 48 seconds

8b, Generalized Linearized Models

8b, Generalized Linearized Models

8b, Generalized Linearized Models

8b, Generalized Linearized Models

From Luca Pesce

0 likes 22 plays 0
8a, A proof technique for the spiked model 8 of 15

duration 42 minutes 10 seconds

8a, A proof technique for the spiked model

8a, A proof technique for the spiked model

8a, A proof technique for the spiked model

8a, A proof technique for the spiked model

From Luca Pesce

0 likes 47 plays 0
7b, Spiked Wigner model 9 of 15

duration 51 minutes 34 seconds

7b, Spiked Wigner model

7b, Spiked Wigner model

7b, Spiked Wigner model

7b, Spiked Wigner model

From Luca Pesce

0 likes 51 plays 0
7a, AMP & State Evolution 10 of 15

duration 47 minutes 28 seconds

7a, AMP & State Evolution

7a, AMP & State Evolution

7a, AMP & State Evolution

7a, AMP & State Evolution

From Luca Pesce

0 likes 76 plays 0
TD4b, Replica for the p-spin model 11 of 15

duration 1 hour 19 minutes

TD4b, Replica for the p-spin model

TD4b, Replica for the p-spin model

TD4b, Replica for the p-spin model

TD4b, Replica for the p-spin model

From Florent Krzakala

0 likes 37 plays 0
TD4a, Maximum of Gaussians 12 of 15

duration 19 minutes 22 seconds

TD4a, Maximum of Gaussians

TD4a, Maximum of Gaussians

TD4a, Maximum of Gaussians

TD4a, Maximum of Gaussians

From Florent Krzakala

0 likes 23 plays 0
6b, TAP & Intro to AMP 13 of 15

duration 46 minutes 55 seconds

6b, TAP & Intro to AMP

6b, TAP & Intro to AMP

6b, TAP & Intro to AMP

6b, TAP & Intro to AMP

From Luca Pesce

0 likes 66 plays 0
6a, Spin glass game 14 of 15

duration 51 minutes 53 seconds

6a, Spin glass game

6a, Spin glass game

6a, Spin glass game

6a, Spin glass game

From Luca Pesce

0 likes 83 plays 0
5b, Open problems 15 of 15

duration 49 minutes 23 seconds

5b, Open problems

5b, Open problems

5b, Open problems

5b, Open problems

From Luca Pesce

0 likes 108 plays 0

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29 Media

7 Members

Managers:: Florent Krzakala
Luca Pesce
Lenka Zdeborová
Matteo Vilucchio
Luca Arnaboldi
Guillaume Cyprien Dalle
Appears In:: EPFL courses