Machine Learning for Physics

Contribution List

1. Introduction to Machine Learning for Physics (lecture)

Prof. Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

13/03/2025, 09:00

2. Automatic Differentiation and Supervised Learning (lecture)

Prof. Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

13/03/2025, 10:30

3. Exercise 1: Classification and anomaly detection in S-top searches

Cristóvão Silva (LIP)

13/03/2025, 13:30

4. Exercise 2: Network structure and inductive bias in Higgs physics (ttH)

Prof. Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

13/03/2025, 16:00

5. Into the belly of Transformers: mathematical formalism and inner workings (lecture)

Prof. Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

14/03/2025, 09:00

6. Exercise 3: Flavour tagging with Transformers

Inês Ochoa (LIP)

14/03/2025, 09:30

8. Unsupervised learning (lecture)

Prof. Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

14/03/2025, 11:00

9. Exercise 4: probing the substructure of boosted jets with unsupervised learning

Inês Ochoa (LIP), Prof. Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

14/03/2025, 13:30

10. Data challenge!!!

Cristóvão Silva (LIP), Inês Ochoa (LIP), Prof. Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

14/03/2025, 16:00

7. Wrap-up, Awards, and Group Photo

14/03/2025, 18:00