Between Models and Reality: School on Machine Learning in Physics
from
Monday 2 June 2025 (08:30)
to
Friday 6 June 2025 (17:00)
Monday 2 June 2025
08:30
Arrival, Breakfast, Registration
-
Troels Petersen
(
Niels Bohr Institute
)
Arrival, Breakfast, Registration
Troels Petersen
(
Niels Bohr Institute
)
08:30 - 09:30
Room: Auditorium A
09:30
Scope of School and Lecture 1: Introduction and overview of Machine Learning
-
Troels Petersen
(
Niels Bohr Institute
)
Scope of School and Lecture 1: Introduction and overview of Machine Learning
Troels Petersen
(
Niels Bohr Institute
)
09:30 - 10:45
Room: Auditorium A
10:45
Break
Break
10:45 - 11:00
Room: Auditorium A
11:00
Lecture 2: Basics of Machine Learning & Fast Data Loaders
-
Troels Petersen
(
Niels Bohr Institute
)
Inar Timiryasov
(
NBI
)
Lecture 2: Basics of Machine Learning & Fast Data Loaders
Troels Petersen
(
Niels Bohr Institute
)
Inar Timiryasov
(
NBI
)
11:00 - 12:15
Room: Auditorium A
12:15
Lunch
Lunch
12:15 - 13:15
Room: Canteen
13:15
Discussion of Lectures and Introduction to exercises
-
Daniel Murnane
(
Niels Bohr Institute, University of Copenhagen
)
Discussion of Lectures and Introduction to exercises
Daniel Murnane
(
Niels Bohr Institute, University of Copenhagen
)
13:15 - 14:00
Room: K-building, floor E (top floor)
14:00
Work on exercises
-
Daniel Murnane
(
Niels Bohr Institute, University of Copenhagen
)
Troels Petersen
(
Niels Bohr Institute
)
Rasmus Ørsøe
(
TUM
)
Work on exercises
Daniel Murnane
(
Niels Bohr Institute, University of Copenhagen
)
Troels Petersen
(
Niels Bohr Institute
)
Rasmus Ørsøe
(
TUM
)
14:00 - 14:30
Room: K-building, floor E (top floor)
14:30
Break
Break
14:30 - 15:00
Room: Auditorium A
15:00
Work on exercises
-
Daniel Murnane
(
Niels Bohr Institute, University of Copenhagen
)
Troels Petersen
(
Niels Bohr Institute
)
Rasmus Ørsøe
(
TUM
)
Work on exercises
Daniel Murnane
(
Niels Bohr Institute, University of Copenhagen
)
Troels Petersen
(
Niels Bohr Institute
)
Rasmus Ørsøe
(
TUM
)
15:00 - 16:30
Room: K-building, floor E (top floor)
Tuesday 3 June 2025
08:30
Breakfast
Breakfast
08:30 - 09:00
Room: Auditorium A
09:00
Lecture 3: Networks with Learned Uncertainties
-
Tilman Plehn
(
Heidelberg University
)
Lecture 3: Networks with Learned Uncertainties
Tilman Plehn
(
Heidelberg University
)
09:00 - 10:15
Room: Auditorium A
All my lectures will be on the blackboard, based on the published Heidelberg lecture notes. Tutorials maintained by the Heidelberg group are linked in the lecture notes.
10:15
Break
Break
10:15 - 10:45
Room: Auditorium A
10:45
Lecture 4: Generative Networks and Classifier Tests
-
Tilman Plehn
(
Heidelberg University
)
Lecture 4: Generative Networks and Classifier Tests
Tilman Plehn
(
Heidelberg University
)
10:45 - 12:00
Room: Auditorium A
12:00
Lunch
Lunch
12:00 - 13:00
Room: Auditorium A
13:00
Discussion of Lectures and intro to exercises
Discussion of Lectures and intro to exercises
13:00 - 13:30
Room: Auditorium A
13:30
Work on exercises
Work on exercises
13:30 - 14:30
Room: Auditorium A
14:30
Break & School Photo
Break & School Photo
14:30 - 15:00
Room: Auditorium A
15:00
Work on exercises
Work on exercises
15:00 - 16:30
Room: Auditorium A
Wednesday 4 June 2025
08:30
Breakfast
Breakfast
08:30 - 09:00
Room: Auditorium A
09:00
Lecture 5: Modern Generative Networks
-
Tilman Plehn
(
Heidelberg University
)
Lecture 5: Modern Generative Networks
Tilman Plehn
(
Heidelberg University
)
09:00 - 10:15
Room: Auditorium A
10:15
Break
Break
10:15 - 10:45
Room: Auditorium A
10:45
Lecture 6: Probabilistic regression with generative models
-
Malte Algren
Lecture 6: Probabilistic regression with generative models
Malte Algren
10:45 - 12:00
Room: Auditorium A
12:00
Lunch break
Lunch break
12:00 - 13:00
Room: Auditorium A
13:00
Discussion of Lectures and intro to exercises
Discussion of Lectures and intro to exercises
13:00 - 13:30
Room: Auditorium A
13:30
Work on exercises
Work on exercises
13:30 - 14:30
Room: Auditorium A
14:30
Packing up, walking to Østerport train station, and preparing for boarding train.
Packing up, walking to Østerport train station, and preparing for boarding train.
14:30 - 15:30
Room: Auditorium A
15:30
Train ride to Helsingør, visit to Kronborg Castle, drinks on the ramparts, and dinner at Værftets Madmarket.
Train ride to Helsingør, visit to Kronborg Castle, drinks on the ramparts, and dinner at Værftets Madmarket.
15:30 - 22:00
Room: Auditorium A
Thursday 5 June 2025
08:30
Breakfast
Breakfast
08:30 - 09:00
Room: Auditorium A
09:00
Lecture 7: Anomaly Detection
-
Thea Aarrestad
(
ETH Zurich
)
Lecture 7: Anomaly Detection
Thea Aarrestad
(
ETH Zurich
)
09:00 - 10:15
Room: Auditorium A
10:15
Break
Break
10:15 - 10:45
Room: Auditorium A
10:45
Lecture 8: Network optimisation and fast inference
-
Thea Aarrestad
(
ETH Zurich
)
Lecture 8: Network optimisation and fast inference
Thea Aarrestad
(
ETH Zurich
)
10:45 - 12:00
Room: Auditorium A
12:00
Lunch Break
Lunch Break
12:00 - 13:00
Room: Auditorium A
13:00
Work on exercises and own projects
Work on exercises and own projects
13:00 - 14:30
Room: Auditorium A
14:30
Break
Break
14:30 - 15:00
Room: Auditorium A
15:00
Work on exercises and own projects
Work on exercises and own projects
15:00 - 17:00
Room: Auditorium A
Friday 6 June 2025
08:30
Breakfast
Breakfast
08:30 - 09:00
Room: Auditorium A
09:00
Lecture 9: Transformers and Foundation Models
-
Malte Algren
Lecture 9: Transformers and Foundation Models
Malte Algren
09:00 - 10:15
Room: Auditorium A
10:15
Break
Break
10:15 - 10:45
Room: Auditorium A
10:45
Lecture 10: Domain shifts and Past experiences
-
Troels Petersen
(
Niels Bohr Institute
)
Lecture 10: Domain shifts and Past experiences
Troels Petersen
(
Niels Bohr Institute
)
10:45 - 12:00
Room: Auditorium A
12:00
Lunch Break
Lunch Break
12:00 - 13:00
Room: Auditorium A
13:00
Discussion of Lectures
Discussion of Lectures
13:00 - 13:30
Room: Auditorium A
13:30
Exchange of experiences, resources, and "tricks"
Exchange of experiences, resources, and "tricks"
13:30 - 14:30
Room: Auditorium A
14:30
Presentation of projects over drinks and snacks
Presentation of projects over drinks and snacks
14:30 - 16:00
Room: Auditorium A