Between Models and Reality: School on Machine Learning in Physics

Europe/Copenhagen
Auditorium A (Niels Bohr Institute)

Auditorium A

Niels Bohr Institute

Blegdamsvej 17, 2100 Copenhagen
Troels Petersen (Niels Bohr Institute)
Description

Welcome to the "Between Models and Reality" Ph.D. school on Machine Learning in physics. The focus of this school is the application of Machine Learning to physics research and the many challenges and solutions that this entails. The focus is mainly on application, and will not only consist of lectures.

So if you are a Ph.D. student in a field of physics (or a related "large research data" science), who would like to learn more about both basic but also more advanced Machine Learning approaches and ways of thinking, don't hesitate to apply.

The School is held in collaboration between the 4EU+ alliance of universities (Prague, Heidelberg, Paris (Panthéon-Assas and Sorbonne), Copenhagen, Geneva, Milan, Warsaw) and the AI-Physics Marie Curie Ph.D. network, but is open to all.

The school will be held in the famous Auditorium A at the Niels Bohr Institute in central Copenhagen. There is room for 60 students, which will be accepted on a first-come-first-serve basis, provided that the students fulfills the requirements and submits a well motivated registration.

Lectures will be run by a diverse group of physicists and computer scientists, including the world-class researchers Tilman Plehn (Univerity of Heidelberg) and Thea Aarrestad (ETH Zurich), who along with experts on specialised subjects will lecture on topics such as:

  • Bayesian neural networks
  • Uncertainty quantification & learning
  • Generative machine learning
  • Representation learning
  • Fast machine learning
  • Physics-informed neural networks

 

The course is free of charge for students from the 4EU+ alliance (Prague, Heidelberg, Paris (Panthéon-Assas and Sorbonne), Copenhagen, Geneva, Milan, Warsaw), AIPHY and for PhD students enrolled at universities that are part of the Danish open market for PhD courses. For students from other universities there is a fee of 3.000 DKK (400 Euro) covering tuition, catering during the course, and social events. Students must arrange for travel and accommodation themselves.

 

Contact / Organiser
Registration
Registration form
    • 1
      Arrival, Breakfast, Registration Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
      Speaker: Troels Petersen (Niels Bohr Institute)
    • 2
      Scope of School and Introductory Lecture Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
      Speaker: Troels Petersen (Niels Bohr Institute)
    • 10:45
      Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 3
      Lecture 2 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
      Speaker: Daniel Murnane (Niels Bohr Institute, University of Copenhagen)
    • 12:15
      Lunch Canteen

      Canteen

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen, Denmark
    • 4
      Discussion of Lectures and Introduction to exercises K-building, floor E (top floor)

      K-building, floor E (top floor)

      Niels Bohr Institute

      Speaker: Troels Petersen (Niels Bohr Institute)
    • 5
      Work on exercises K-building, floor E (top floor)

      K-building, floor E (top floor)

      Niels Bohr Institute

      Speakers: Daniel Murnane (Niels Bohr Institute, University of Copenhagen), Rasmus Ørsøe (TUM), Troels Petersen (Niels Bohr Institute)
    • 14:30
      Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 6
      Work on exercises K-building, floor E (top floor)

      K-building, floor E (top floor)

      Niels Bohr Institute

      Speakers: Daniel Murnane (Niels Bohr Institute, University of Copenhagen), Rasmus Ørsøe (TUM), Troels Petersen (Niels Bohr Institute)
    • 7
      Lecture 3 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 10:15
      Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 8
      Lecture 4 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 12:00
      Lunch Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 9
      Discussion of Lectures and intro to exercises Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 10
      Work on exercises Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 14:30
      Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 11
      Introduction to and start of projects Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 12
      Lecture 5 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 10:15
      Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 13
      Lecture 6 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 12:00
      Lunch break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 14
      Discussion of Lectures and intro to exercises Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 15
      Work on exercises Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 14:30
      Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 16
      Work on project Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 17
      Lecture 7 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 10:15
      Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 18
      Lecture 8 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 12:00
      Lunch Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 19
      Work on Project Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 20
      Excursion and school dinner (TBC) Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 21
      Lecture 9 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 10:15
      Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 22
      Lecture 10 Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 12:00
      Lunch Break Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 23
      Discussion of Lectures Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 24
      Exchange of experiences, resources, and "tricks" Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 25
      Presentation of projects (very short - just to get overview) Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen
    • 26
      Poster session with snacks and drinks Auditorium A

      Auditorium A

      Niels Bohr Institute

      Blegdamsvej 17, 2100 Copenhagen