Name: Advanced Artificial Intelligence for Precision High Energy Physics
Start: 2023-07-16T16:00:00+02:00
End: 2023-07-28T17:30:00+02:00
Location: Lake Como School for Advanced Studies

Monday, July 10, 2023
Tuesday, July 11, 2023
Wednesday, July 12, 2023
Thursday, July 13, 2023
Friday, July 14, 2023
Saturday, July 15, 2023
Sunday, July 16, 2023

Monday, July 17, 2023
9:00 AM Machine learning techniques - Tilman Plehn (Heidelberg University)
Machine learning techniques
- Tilman Plehn (Heidelberg University)
9:00 AM - 11:00 AM
https://www.thphys.uni-heidelberg.de/~plehn/pics/modern_ml.pdf
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Chromodynamics - Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
Quantum Chromodynamics
- Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM
3:00 PM 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
3:00 PM - 5:30 PM
Tuesday, July 18, 2023
9:00 AM Machine learning techniques - Tilman Plehn (Heidelberg University)
Machine learning techniques
- Tilman Plehn (Heidelberg University)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Chromodynamics - Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
Quantum Chromodynamics
- Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
11:30 AM - 1:30 PM
1:30 PM Lunch
Lunch
1:30 PM - 3:00 PM
3:00 PM Tutorials: (NLO) theory predictions crash course - Christopher Schwan (Universität Würzburg)
Tutorials: (NLO) theory predictions crash course
- Christopher Schwan (Universität Würzburg)
3:00 PM - 5:30 PM
Wednesday, July 19, 2023
9:00 AM Machine learning techniques - Tilman Plehn (Heidelberg University)
Machine learning techniques
- Tilman Plehn (Heidelberg University)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Chromodynamics - Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
Quantum Chromodynamics
- Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM
3:00 PM Tutorials: PDF and couplings evolution - Giacomo Magni (Nikhef, VU Amsterdam)
Tutorials: PDF and couplings evolution
- Giacomo Magni (Nikhef, VU Amsterdam)
3:00 PM - 5:30 PM
Thursday, July 20, 2023
9:00 AM Machine learning techniques - Tilman Plehn (Heidelberg University)
Machine learning techniques
- Tilman Plehn (Heidelberg University)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Chromodynamics - Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
Quantum Chromodynamics
- Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM
3:00 PM 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)
3:00 PM - 5:30 PM
Friday, July 21, 2023
9:00 AM Quantum Chromodynamics - Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
Quantum Chromodynamics
- Jennifer Smillie (Higgs Centre for Theoretical Physics, Edin. U.)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Machine learning techniques - Tilman Plehn (Heidelberg University)
Machine learning techniques
- Tilman Plehn (Heidelberg University)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM
3:00 PM 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)
3:00 PM - 5:30 PM
Saturday, July 22, 2023
Sunday, July 23, 2023

Monday, July 24, 2023
9:00 AM Bayesian methods and data analysis - Maurizio Pierini (CERN)
Bayesian methods and data analysis
- Maurizio Pierini (CERN)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Machine Learning - Artur Garcia (Barcelona Supercomputing Center)
Quantum Machine Learning
- Artur Garcia (Barcelona Supercomputing Center)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM
3:00 PM 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))
3:00 PM - 5:30 PM
Tuesday, July 25, 2023
9:00 AM Bayesian methods and data analysis - Maurizio Pierini (CERN)
Bayesian methods and data analysis
- Maurizio Pierini (CERN)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Machine Learning - Artur Garcia (Barcelona Supercomputing Center)
Quantum Machine Learning
- Artur Garcia (Barcelona Supercomputing Center)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM
3:00 PM Tutorials: Quantum computing - Andrea Pasquale (University of Milan)
Tutorials: Quantum computing
- Andrea Pasquale (University of Milan)
3:00 PM - 5:30 PM
Wednesday, July 26, 2023
9:00 AM Bayesian methods and data analysis - Maurizio Pierini (CERN)
Bayesian methods and data analysis
- Maurizio Pierini (CERN)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Machine Learning - Artur Garcia (Barcelona Supercomputing Center)
Quantum Machine Learning
- Artur Garcia (Barcelona Supercomputing Center)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM
3:00 PM 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))
3:00 PM - 5:30 PM
8:00 PM Conference Dinner
Conference Dinner
8:00 PM - 11:00 PM
Thursday, July 27, 2023
9:00 AM Bayesian methods and data analysis - Maurizio Pierini (CERN)
Bayesian methods and data analysis
- Maurizio Pierini (CERN)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Machine Learning - Artur Garcia (Barcelona Supercomputing Center)
Quantum Machine Learning
- Artur Garcia (Barcelona Supercomputing Center)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM
3:00 PM Tutorials: Exercise - SM Bayesian fit - Alessandro Candido
Tutorials: Exercise - SM Bayesian fit
- Alessandro Candido
3:00 PM - 5:30 PM
Friday, July 28, 2023
9:00 AM Bayesian methods and data analysis - Maurizio Pierini (CERN)
Bayesian methods and data analysis
- Maurizio Pierini (CERN)
9:00 AM - 11:00 AM
11:00 AM Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM Quantum Machine Learning - Artur Garcia (Barcelona Supercomputing Center)
Quantum Machine Learning
- Artur Garcia (Barcelona Supercomputing Center)
11:30 AM - 1:30 PM
1:30 PM Lunch break
Lunch break
1:30 PM - 3:00 PM

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