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