Lecture series on scientific machine learning

PHYS-754

Video Lectures

This page is part of the content downloaded from Video Lectures on Wednesday, 25 December 2024, 16:18. Note that some content and any files larger than 50 MB are not downloaded.

PHYS-754 Lecture series on scientific machine learning

Lecture 7 - Harvey - 5.12.2024

06.12.2024, 17:53

Lecture 7 - Harvey - 5.12.2024

Lecture 5 - Part 2 - Ceriotti - 14.10.24

22.11.2024, 11:06

Lecture 5 - Part 1 - Ceriotti - 14.10.24

22.11.2024, 11:03

Lecture 6 - Part 2 - Carleo - 21.11.24

22.11.2024, 10:58

Lecture 6 - Part 1 - Carleo - 21.11.24

22.11.2024, 10:53

Lecture_4_Schwaller_Part_2

23.10.2024, 17:49

Lecture 4, Philippe Schwaller, Part 2, 17/10/2024

Lecture_4_Schwaller_Part_1

23.10.2024, 17:44

Lecture 4, Philippe Schwaller, Part 1, 17/10/2024

Lecture 3 - Alex Mathis - 26.9.2024 - Part 2

26.09.2024, 15:51

Lecture 3 - Alex Mathis - 26.9.2024 - Part 2

Lecture 3 - Alex Mathis - 26.9.2024 - Part 1

26.09.2024, 15:42

Lecture 3 - Alex Mathis - 26.9.2024 - Part 1

Lecture_2_Lenka_Part_2.mov

19.09.2024, 13:33

Lecture 2 - Lenka - 19.9.2024 - Part 1

19.09.2024, 13:31

Lecture 2 - Lenka - 19.9.2024 - Part 1

Lecture 1 - Anne Florence Bitbol - 12/9/2024

13.09.2024, 16:02

Lecture 1 - Bitbol  - 12.9.2024

36, 2022-Lecture17-Presentation4

21.12.2022, 10:42

35, 2022-Lecture17-Presentation3

21.12.2022, 10:42

34, 2022-Lecture17-Presentation2

21.12.2022, 10:42

33, 2022-Lecture17-Presentation1

21.12.2022, 10:42

32, 2022-Lecture16-Presentation2

15.12.2022, 12:06

31, 2022-Lecture16-Presentation1

15.12.2022, 12:06

27, 2022-Lecture15-Presentation2

08.12.2022, 12:59

26, 2022-Lecture15-Presentation1

08.12.2022, 12:59

29, 2022-Lecture15-Presentation4

08.12.2022, 12:58

28, 2022-Lecture15-Presentation3

08.12.2022, 12:58

30, 2022-Lecture15-Presentation5

08.12.2022, 12:58

25, 2022-Lecture14-Part2-Ceriotti

02.12.2022, 10:56

24, 2022-Lecture14-Part1-Ceriotti

02.12.2022, 10:55

23, 2022-Lecture13-Part2-DeLosRios

24.11.2022, 13:00

22, 2022-Lecture13-Part1-DeLosRios

24.11.2022, 13:00

21, 2022-Lecture12-Part2-Mathis

17.11.2022, 13:11

20, 2022-Lecture12-Part1-Mathis

17.11.2022, 13:10

18, 2022-Lecture11-Part2-Juliette Schleicher

10.11.2022, 12:40

19, 2022-Lecture11-Part3-Junwu Chen

10.11.2022, 12:40

17, 2022-Lecture11-Part1-Alberto Chiappa

10.11.2022, 12:40

16, 2022-Lecture10-Part3-Learning Sparse Features can Lead to Overfitting in Neural Networks (Freya Behrens)

03.11.2022, 13:51

14, 2022-Lecture10-Part1-Scaling Description of Generalisation with Number of Parameters in Deep Learning (Sergey Pozdnyakov)

03.11.2022, 13:50

15, 2022-Lecture10-Part2-Relative Stability Towards Diffeomorphisms Indicates Performance in Deep Nets (Arne Schneuing)

03.11.2022, 13:50

12, 2022-Lecture9-Part2-Quantum Many-body Dynamics in two dimensions with Artificial NN (Davide Ghio)

27.10.2022, 13:18

13, 2022-Lecture9-Part3-Deep NN Solution of the Electronic Schrodinger equation (Johan Félisaz)

27.10.2022, 13:16

11, 2022-Lecture9-Part1-Neural Network Quantum State Tomography (Dimitrios Kaminaris)

27.10.2022, 13:15

10, 2022-Lecture8-Part3-Generalization error in learning with random features and the hidden manifold model (Puck van Gerwen)

27.10.2022, 10:25

9, 2022-Lecture8-Part2-Marvels and Pitfalls of the Langevin in Noisy High-Dimensional Inference (Odilon Durathon)

27.10.2022, 10:21

8, 2022-Lecture8-Part1-Optimal Errors and Phase Transitions in high-dimensional Generalised Linear Models (Alice Gross)

27.10.2022, 10:11

7, 2022-Lecture4-Part2-Schwaller

13.10.2022, 13:36

6, 2022-Lecture4-Part1-Schwaller

13.10.2022, 13:35

5, 2022-Lecture3-Wyart

06.10.2022, 13:07

4, 2022-Lecture2-Part2-Carleo

30.09.2022, 09:09

3, 2022-Lecture2-Part1-Carleo

30.09.2022, 09:09

2, 2022-Lecture1-Part2-Zdeborova

22.09.2022, 13:36

1, 2022-Lecture1-Part1-Zdeborova

22.09.2022, 13:31

Lecture 14 (Neuroscience and ML)

23.12.2021, 12:28

Student presentations

Sorry: first few minutes were lost due to WiFi failure. 

Lecture_13

20.12.2021, 18:46

Lecture_12_p3

10.12.2021, 11:53

Lecture_12_p2

10.12.2021, 11:52

Lecture_12_p1

10.12.2021, 11:35

Lecture_11_p2

02.12.2021, 15:11

Lecture_11_p1

02.12.2021, 15:11

Lecture_10_p2

29.11.2021, 10:10

Lecture_10_p1

29.11.2021, 10:08

Lecture_9_p2

24.11.2021, 19:33

Lecture_9_p1

24.11.2021, 19:30

Lecture_8_p1

17.11.2021, 08:25

Lecture_8_p2

17.11.2021, 08:24

Lecture_7_p3

10.11.2021, 19:28

Lecture_7_p2

10.11.2021, 19:18

Lecture_7_p1

10.11.2021, 19:18

Lecture_6_p2

03.11.2021, 14:48

Lecture_6_p1

03.11.2021, 14:46

Lecture_5_p3_slides

22.10.2021, 10:12

Lecture_5_p2_slides

22.10.2021, 10:11

Lecture_5_p1_slides

22.10.2021, 10:10

Lecture_5_p3

22.10.2021, 09:36

Lecture_5_p2

22.10.2021, 09:34

Lecture_5_p1

22.10.2021, 09:32

Lecture_4_p2

14.10.2021, 18:33

Lecturer: 

Paolo De Los Rios

Lecture_4_p1

14.10.2021, 18:27

Lecturer: 

Paolo De Los Rios

Lecture_3_p2

07.10.2021, 21:08

Lecturer Giuseppe Carleo

Lecture 3

07.10.2021, 13:34

Lecture_3_p1

07.10.2021, 11:11

Lecturer Giuseppe Carleo. See corresponding audio track

Lecture_3_p1_audio

07.10.2021, 11:07

Lecturer G. Carleo. Audio bug on the video record, here is a separate audio recording. Apologies for the inconvenience

Lecture 2 part 2

30.09.2021, 13:15

Speaker Michele Ceriotti

Lecture 2 part 1

30.09.2021, 13:12

Speaker Ceriotti Michele

Lecture1_2

23.09.2021, 12:11

part2 of the 1st lecture (23/9/21), lecturer Lenka Zdeborová

Lecture_1_part1

23.09.2021, 11:12

Lecture of 9/23/21, lecturer Lenka Zdeborová, part 1

PHYS-754 Lecture series on scientific machine learning

Lecture 7 - Harvey - 5.12.2024

06.12.2024, 17:53

Lecture 7 - Harvey - 5.12.2024

Lecture 5 - Part 2 - Ceriotti - 14.10.24

22.11.2024, 11:06

Lecture 5 - Part 1 - Ceriotti - 14.10.24

22.11.2024, 11:03

Lecture 6 - Part 2 - Carleo - 21.11.24

22.11.2024, 10:58

Lecture 6 - Part 1 - Carleo - 21.11.24

22.11.2024, 10:53

Lecture_4_Schwaller_Part_2

23.10.2024, 17:49

Lecture 4, Philippe Schwaller, Part 2, 17/10/2024

Lecture_4_Schwaller_Part_1

23.10.2024, 17:44

Lecture 4, Philippe Schwaller, Part 1, 17/10/2024

Lecture 3 - Alex Mathis - 26.9.2024 - Part 2

26.09.2024, 15:51

Lecture 3 - Alex Mathis - 26.9.2024 - Part 2

Lecture 3 - Alex Mathis - 26.9.2024 - Part 1

26.09.2024, 15:42

Lecture 3 - Alex Mathis - 26.9.2024 - Part 1

Lecture_2_Lenka_Part_2.mov

19.09.2024, 13:33

Lecture 2 - Lenka - 19.9.2024 - Part 1

19.09.2024, 13:31

Lecture 2 - Lenka - 19.9.2024 - Part 1

Lecture 1 - Anne Florence Bitbol - 12/9/2024

13.09.2024, 16:02

Lecture 1 - Bitbol  - 12.9.2024

36, 2022-Lecture17-Presentation4

21.12.2022, 10:42

35, 2022-Lecture17-Presentation3

21.12.2022, 10:42

34, 2022-Lecture17-Presentation2

21.12.2022, 10:42

33, 2022-Lecture17-Presentation1

21.12.2022, 10:42

32, 2022-Lecture16-Presentation2

15.12.2022, 12:06

31, 2022-Lecture16-Presentation1

15.12.2022, 12:06

27, 2022-Lecture15-Presentation2

08.12.2022, 12:59

26, 2022-Lecture15-Presentation1

08.12.2022, 12:59

29, 2022-Lecture15-Presentation4

08.12.2022, 12:58

28, 2022-Lecture15-Presentation3

08.12.2022, 12:58

30, 2022-Lecture15-Presentation5

08.12.2022, 12:58

25, 2022-Lecture14-Part2-Ceriotti

02.12.2022, 10:56

24, 2022-Lecture14-Part1-Ceriotti

02.12.2022, 10:55

23, 2022-Lecture13-Part2-DeLosRios

24.11.2022, 13:00

22, 2022-Lecture13-Part1-DeLosRios

24.11.2022, 13:00

21, 2022-Lecture12-Part2-Mathis

17.11.2022, 13:11

20, 2022-Lecture12-Part1-Mathis

17.11.2022, 13:10

18, 2022-Lecture11-Part2-Juliette Schleicher

10.11.2022, 12:40

19, 2022-Lecture11-Part3-Junwu Chen

10.11.2022, 12:40

17, 2022-Lecture11-Part1-Alberto Chiappa

10.11.2022, 12:40

16, 2022-Lecture10-Part3-Learning Sparse Features can Lead to Overfitting in Neural Networks (Freya Behrens)

03.11.2022, 13:51

14, 2022-Lecture10-Part1-Scaling Description of Generalisation with Number of Parameters in Deep Learning (Sergey Pozdnyakov)

03.11.2022, 13:50

15, 2022-Lecture10-Part2-Relative Stability Towards Diffeomorphisms Indicates Performance in Deep Nets (Arne Schneuing)

03.11.2022, 13:50

12, 2022-Lecture9-Part2-Quantum Many-body Dynamics in two dimensions with Artificial NN (Davide Ghio)

27.10.2022, 13:18

13, 2022-Lecture9-Part3-Deep NN Solution of the Electronic Schrodinger equation (Johan Félisaz)

27.10.2022, 13:16

11, 2022-Lecture9-Part1-Neural Network Quantum State Tomography (Dimitrios Kaminaris)

27.10.2022, 13:15

10, 2022-Lecture8-Part3-Generalization error in learning with random features and the hidden manifold model (Puck van Gerwen)

27.10.2022, 10:25

9, 2022-Lecture8-Part2-Marvels and Pitfalls of the Langevin in Noisy High-Dimensional Inference (Odilon Durathon)

27.10.2022, 10:21

8, 2022-Lecture8-Part1-Optimal Errors and Phase Transitions in high-dimensional Generalised Linear Models (Alice Gross)

27.10.2022, 10:11

7, 2022-Lecture4-Part2-Schwaller

13.10.2022, 13:36

6, 2022-Lecture4-Part1-Schwaller

13.10.2022, 13:35

5, 2022-Lecture3-Wyart

06.10.2022, 13:07

4, 2022-Lecture2-Part2-Carleo

30.09.2022, 09:09

3, 2022-Lecture2-Part1-Carleo

30.09.2022, 09:09

2, 2022-Lecture1-Part2-Zdeborova

22.09.2022, 13:36

1, 2022-Lecture1-Part1-Zdeborova

22.09.2022, 13:31

Lecture 14 (Neuroscience and ML)

23.12.2021, 12:28

Student presentations

Sorry: first few minutes were lost due to WiFi failure. 

Lecture_13

20.12.2021, 18:46

Lecture_12_p3

10.12.2021, 11:53

Lecture_12_p2

10.12.2021, 11:52

Lecture_12_p1

10.12.2021, 11:35

Lecture_11_p2

02.12.2021, 15:11

Lecture_11_p1

02.12.2021, 15:11

Lecture_10_p2

29.11.2021, 10:10

Lecture_10_p1

29.11.2021, 10:08

Lecture_9_p2

24.11.2021, 19:33

Lecture_9_p1

24.11.2021, 19:30

Lecture_8_p1

17.11.2021, 08:25

Lecture_8_p2

17.11.2021, 08:24

Lecture_7_p3

10.11.2021, 19:28

Lecture_7_p2

10.11.2021, 19:18

Lecture_7_p1

10.11.2021, 19:18

Lecture_6_p2

03.11.2021, 14:48

Lecture_6_p1

03.11.2021, 14:46

Lecture_5_p3_slides

22.10.2021, 10:12

Lecture_5_p2_slides

22.10.2021, 10:11

Lecture_5_p1_slides

22.10.2021, 10:10

Lecture_5_p3

22.10.2021, 09:36

Lecture_5_p2

22.10.2021, 09:34

Lecture_5_p1

22.10.2021, 09:32

Lecture_4_p2

14.10.2021, 18:33

Lecturer: 

Paolo De Los Rios

Lecture_4_p1

14.10.2021, 18:27

Lecturer: 

Paolo De Los Rios

Lecture_3_p2

07.10.2021, 21:08

Lecturer Giuseppe Carleo

Lecture 3

07.10.2021, 13:34

Lecture_3_p1

07.10.2021, 11:11

Lecturer Giuseppe Carleo. See corresponding audio track

Lecture_3_p1_audio

07.10.2021, 11:07

Lecturer G. Carleo. Audio bug on the video record, here is a separate audio recording. Apologies for the inconvenience

Lecture 2 part 2

30.09.2021, 13:15

Speaker Michele Ceriotti

Lecture 2 part 1

30.09.2021, 13:12

Speaker Ceriotti Michele

Lecture1_2

23.09.2021, 12:11

part2 of the 1st lecture (23/9/21), lecturer Lenka Zdeborová

Lecture_1_part1

23.09.2021, 11:12

Lecture of 9/23/21, lecturer Lenka Zdeborová, part 1