Scientific Machine Learning

CIRM, Marseille, France
July 17 - August 25, 2023

Summer school (17-21 July 2023)

The summer school is organized around five topics, each topic corresponding to one course. The format of each course is 4 hours of lectures and 2 hours of computer sessions (CS) on Jupyter Notebooks with Python or Julia (in the case of a more theoretical topic, one or two focused talks will complement the main lecture). In the computer session, the goal would be to implement with the participants an elementary working example that could potentially be of help later on in the projects. The lectures range from theoretical (approximation theory) to applied (solution of PDEs, forward and inverse problems) up to and including real-world applications.

Please visit the registration page for more information on registration, accommodation, etc. Note that in-person spots are no longer available, only fully remote registration («hybrid mode» on the registration website) is possible.


Lectures (slides and recordings are available at the end of this page)

Lectures will be followed by a computer session.
Installation instructions are available on this page.












Schedule


Monday 17/07 Tuesday 18/07 Wednesday 19/07 Thursday 20/07 Friday 21/07
09:00 - 10:30 Lecture 1
(O. Mula)
Lecture 2
(J. Xu)
Lecture 3
(S. Mishra)
Lecture 4
(L. Zepeda-Núñez)
Lecture 5
(A. Beck)
10:30 - 11:00 coffee break coffee break coffee break coffee break coffee break
11:00 - 12:30 Lecture 1
(O. Mula)
Lecture 2
(J. Xu)
Lecture 3
(S. Mishra)
Lecture 4
(L. Zepeda-Núñez)
Lecture 5
(A. Beck)
12:30 - 14:00 lunch break lunch break lunch break lunch break lunch break
14:00 - 15:00 Lecture 1
(O. Mula)
Lecture 2
(J. Xu)
Lecture 3
(S. Mishra)
Lecture 4
(L. Zepeda-Núñez)
Lecture 5
(A. Beck)
15:00 - 15:30 coffee break coffee break coffee break coffee break coffee break
15:30 - 17:30 Computer session Computer session Computer session Computer session Computer session


Slides


  1. Slides for the first course are available on Olga Mula's homepage.

  2. Slides for the second course are available here:

  3. Slides for the third course are available by following this link.

  4. Slides for the fourth course are available by following this link.

  5. Slides for the fifth course are available by following this link.


Video recordings


Recordings of the lectures made by the CIRM are available here