Name: Machine Learning in High Energy Physics
Start: 2021-12-20T09:00:00+01:00
End: 2021-12-21T18:30:00+01:00
Location: LNF

Machine Learning in High Energy Physics

from Monday, 20 December 2021 (09:00) to Tuesday, 21 December 2021 (18:30)

Monday, 20 December 2021
09:00 Introduction to the training course - Cristiano Fanelli
Introduction to the training course
- Cristiano Fanelli
09:00 - 09:10
Room: Aula Salvini Slides day 1
09:10 AI/ML/DL: what it is all about - Cristiano Fanelli
AI/ML/DL: what it is all about
- Cristiano Fanelli
09:10 - 09:50
Room: Aula Salvini
09:50 Gradient Descent - Cristiano Fanelli
Gradient Descent
- Cristiano Fanelli
09:50 - 10:30
Room: Aula Salvini
10:30 Regression in a nutshell - Cristiano Fanelli
Regression in a nutshell
- Cristiano Fanelli
10:30 - 11:10
Room: Aula Salvini
11:10 Coffee Break
Coffee Break
11:10 - 11:30
Room: Aula Salvini
11:30 Hands-on - Exercise - Cristiano Fanelli
Hands-on - Exercise
- Cristiano Fanelli
11:30 - 13:00
Room: Aula Salvini
13:00 Lunch Break
Lunch Break
13:00 - 14:30
Room: Aula Salvini
14:30 Decision Trees: short overview + example - Cristiano Fanelli
Decision Trees: short overview + example
- Cristiano Fanelli
14:30 - 15:30
Room: Aula Salvini
15:30 Clustering: practical approach with few examples - Cristiano Fanelli
Clustering: practical approach with few examples
- Cristiano Fanelli
15:30 - 16:30
Room: Aula Salvini
16:30 Coffee Break
Coffee Break
16:30 - 17:00
Room: Aula Salvini
17:00 Hands-on - Exercise - Cristiano Fanelli
Hands-on - Exercise
- Cristiano Fanelli
17:00 - 18:30
Room: Aula Salvini
Tuesday, 21 December 2021
09:00 Deep Neural Networks - Cristiano Fanelli
Deep Neural Networks
- Cristiano Fanelli
09:00 - 10:00
Room: Aula Salvini
10:00 Deep Neural Networks - Cristiano Fanelli
Deep Neural Networks
- Cristiano Fanelli
10:00 - 11:00
Room: Aula Salvini
11:00 Coffee Break
Coffee Break
11:00 - 11:30
Room: Aula Salvini
11:30 Hands-on - Build a simple NN - Cristiano Fanelli
Hands-on - Build a simple NN
- Cristiano Fanelli
11:30 - 13:00
Room: Aula Salvini
13:00 Lunch Break
Lunch Break
13:00 - 14:30
Room: Aula Salvini
14:30 Approaches to Multi-Objective Optimization in a nutshell - Cristiano Fanelli
Approaches to Multi-Objective Optimization in a nutshell
- Cristiano Fanelli
14:30 - 15:30
Room: Aula Salvini
15:30 AI-assisted Detector Design
AI-assisted Detector Design
15:30 - 16:30
Room: Aula Salvini

16:30 Coffee Break
Coffee Break
16:30 - 17:00
Room: Aula Salvini
17:00 Hands-on - MOO Exercise - Cristiano Fanelli
Hands-on - MOO Exercise
- Cristiano Fanelli
17:00 - 18:30
Room: Aula Salvini

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