Advanced Artificial Intelligence for Precision High Energy Physics
from
Sunday 16 July 2023 (16:00)
to
Friday 28 July 2023 (17:30)
Monday 10 July 2023
Tuesday 11 July 2023
Wednesday 12 July 2023
Thursday 13 July 2023
Friday 14 July 2023
Saturday 15 July 2023
Sunday 16 July 2023
Monday 17 July 2023
09:00
Machine learning techniques
-
Tilman Plehn
(
Heidelberg University
)
Machine learning techniques
Tilman Plehn
(
Heidelberg University
)
09:00 - 11:00
https://www.thphys.uni-heidelberg.de/~plehn/pics/modern_ml.pdf
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Chromodynamics
-
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
Quantum Chromodynamics
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00
15:00
Click on the materials for a link to a Github repository containing all jupyter notebooks used during the tutorials
-
Roy Stegeman
Click on the materials for a link to a Github repository containing all jupyter notebooks used during the tutorials
Roy Stegeman
15:00 - 17:30
Tuesday 18 July 2023
09:00
Machine learning techniques
-
Tilman Plehn
(
Heidelberg University
)
Machine learning techniques
Tilman Plehn
(
Heidelberg University
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Chromodynamics
-
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
Quantum Chromodynamics
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
11:30 - 13:30
13:30
Lunch
Lunch
13:30 - 15:00
15:00
Tutorials: (NLO) theory predictions crash course
-
Christopher Schwan
(
Universität Würzburg
)
Tutorials: (NLO) theory predictions crash course
Christopher Schwan
(
Universität Würzburg
)
15:00 - 17:30
Wednesday 19 July 2023
09:00
Machine learning techniques
-
Tilman Plehn
(
Heidelberg University
)
Machine learning techniques
Tilman Plehn
(
Heidelberg University
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Chromodynamics
-
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
Quantum Chromodynamics
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00
15:00
Tutorials: PDF and couplings evolution
-
Giacomo Magni
(
Nikhef, VU Amsterdam
)
Tutorials: PDF and couplings evolution
Giacomo Magni
(
Nikhef, VU Amsterdam
)
15:00 - 17:30
Thursday 20 July 2023
09:00
Machine learning techniques
-
Tilman Plehn
(
Heidelberg University
)
Machine learning techniques
Tilman Plehn
(
Heidelberg University
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Chromodynamics
-
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
Quantum Chromodynamics
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00
15:00
Tutorials: Machine Learning 101: using ML concepts and techniques for regression and classification
-
Andrea Barontini
(
Università degli studi di Milano
)
Tutorials: Machine Learning 101: using ML concepts and techniques for regression and classification
Andrea Barontini
(
Università degli studi di Milano
)
15:00 - 17:30
Friday 21 July 2023
09:00
Quantum Chromodynamics
-
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
Quantum Chromodynamics
Jennifer Smillie
(
Higgs Centre for Theoretical Physics, Edin. U.
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Machine learning techniques
-
Tilman Plehn
(
Heidelberg University
)
Machine learning techniques
Tilman Plehn
(
Heidelberg University
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00
15:00
Tutorials: Applying Machine Learning techniques to real life HEP problems
-
Juan M. Cruz Martinez
(
CERN
)
Tutorials: Applying Machine Learning techniques to real life HEP problems
Juan M. Cruz Martinez
(
CERN
)
15:00 - 17:30
Saturday 22 July 2023
Sunday 23 July 2023
Monday 24 July 2023
09:00
Bayesian methods and data analysis
-
Maurizio Pierini
(
CERN
)
Bayesian methods and data analysis
Maurizio Pierini
(
CERN
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Machine Learning
-
Artur Garcia
(
Barcelona Supercomputing Center
)
Quantum Machine Learning
Artur Garcia
(
Barcelona Supercomputing Center
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00
15:00
Tutorials: Bayesian inference tools
-
Tommaso Giani
(
Nikhef National institute for subatomic physics (NL)
)
Tutorials: Bayesian inference tools
Tommaso Giani
(
Nikhef National institute for subatomic physics (NL)
)
15:00 - 17:30
Tuesday 25 July 2023
09:00
Bayesian methods and data analysis
-
Maurizio Pierini
(
CERN
)
Bayesian methods and data analysis
Maurizio Pierini
(
CERN
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Machine Learning
-
Artur Garcia
(
Barcelona Supercomputing Center
)
Quantum Machine Learning
Artur Garcia
(
Barcelona Supercomputing Center
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00
15:00
Tutorials: Quantum computing
-
Andrea Pasquale
(
University of Milan
)
Tutorials: Quantum computing
Andrea Pasquale
(
University of Milan
)
15:00 - 17:30
Wednesday 26 July 2023
09:00
Bayesian methods and data analysis
-
Maurizio Pierini
(
CERN
)
Bayesian methods and data analysis
Maurizio Pierini
(
CERN
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Machine Learning
-
Artur Garcia
(
Barcelona Supercomputing Center
)
Quantum Machine Learning
Artur Garcia
(
Barcelona Supercomputing Center
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00
15:00
Tutorials: Quantum Machine Learning
-
Matteo Robbiati
(
Università degli Studi e INFN Milano (IT)
)
Tutorials: Quantum Machine Learning
Matteo Robbiati
(
Università degli Studi e INFN Milano (IT)
)
15:00 - 17:30
20:00
Conference Dinner
Conference Dinner
20:00 - 23:00
Thursday 27 July 2023
09:00
Bayesian methods and data analysis
-
Maurizio Pierini
(
CERN
)
Bayesian methods and data analysis
Maurizio Pierini
(
CERN
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Machine Learning
-
Artur Garcia
(
Barcelona Supercomputing Center
)
Quantum Machine Learning
Artur Garcia
(
Barcelona Supercomputing Center
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00
15:00
Tutorials: Exercise - SM Bayesian fit
-
Alessandro Candido
Tutorials: Exercise - SM Bayesian fit
Alessandro Candido
15:00 - 17:30
Friday 28 July 2023
09:00
Bayesian methods and data analysis
-
Maurizio Pierini
(
CERN
)
Bayesian methods and data analysis
Maurizio Pierini
(
CERN
)
09:00 - 11:00
11:00
Coffee break
Coffee break
11:00 - 11:30
11:30
Quantum Machine Learning
-
Artur Garcia
(
Barcelona Supercomputing Center
)
Quantum Machine Learning
Artur Garcia
(
Barcelona Supercomputing Center
)
11:30 - 13:30
13:30
Lunch break
Lunch break
13:30 - 15:00