Machine Learning in High Energy Physics
from
Monday, December 20, 2021 (9:00 AM)
to
Tuesday, December 21, 2021 (6:30 PM)
Monday, December 20, 2021
9:00 AM
Introduction to the training course
-
Cristiano Fanelli
Introduction to the training course
Cristiano Fanelli
9:00 AM - 9:10 AM
Room: Aula Salvini
Slides day 1
9:10 AM
AI/ML/DL: what it is all about
-
Cristiano Fanelli
AI/ML/DL: what it is all about
Cristiano Fanelli
9:10 AM - 9:50 AM
Room: Aula Salvini
9:50 AM
Gradient Descent
-
Cristiano Fanelli
Gradient Descent
Cristiano Fanelli
9:50 AM - 10:30 AM
Room: Aula Salvini
10:30 AM
Regression in a nutshell
-
Cristiano Fanelli
Regression in a nutshell
Cristiano Fanelli
10:30 AM - 11:10 AM
Room: Aula Salvini
11:10 AM
Coffee Break
Coffee Break
11:10 AM - 11:30 AM
Room: Aula Salvini
11:30 AM
Hands-on - Exercise
-
Cristiano Fanelli
Hands-on - Exercise
Cristiano Fanelli
11:30 AM - 1:00 PM
Room: Aula Salvini
1:00 PM
Lunch Break
Lunch Break
1:00 PM - 2:30 PM
Room: Aula Salvini
2:30 PM
Decision Trees: short overview + example
-
Cristiano Fanelli
Decision Trees: short overview + example
Cristiano Fanelli
2:30 PM - 3:30 PM
Room: Aula Salvini
3:30 PM
Clustering: practical approach with few examples
-
Cristiano Fanelli
Clustering: practical approach with few examples
Cristiano Fanelli
3:30 PM - 4:30 PM
Room: Aula Salvini
4:30 PM
Coffee Break
Coffee Break
4:30 PM - 5:00 PM
Room: Aula Salvini
5:00 PM
Hands-on - Exercise
-
Cristiano Fanelli
Hands-on - Exercise
Cristiano Fanelli
5:00 PM - 6:30 PM
Room: Aula Salvini
Tuesday, December 21, 2021
9:00 AM
Deep Neural Networks
-
Cristiano Fanelli
Deep Neural Networks
Cristiano Fanelli
9:00 AM - 10:00 AM
Room: Aula Salvini
10:00 AM
Deep Neural Networks
-
Cristiano Fanelli
Deep Neural Networks
Cristiano Fanelli
10:00 AM - 11:00 AM
Room: Aula Salvini
11:00 AM
Coffee Break
Coffee Break
11:00 AM - 11:30 AM
Room: Aula Salvini
11:30 AM
Hands-on - Build a simple NN
-
Cristiano Fanelli
Hands-on - Build a simple NN
Cristiano Fanelli
11:30 AM - 1:00 PM
Room: Aula Salvini
1:00 PM
Lunch Break
Lunch Break
1:00 PM - 2:30 PM
Room: Aula Salvini
2:30 PM
Approaches to Multi-Objective Optimization in a nutshell
-
Cristiano Fanelli
Approaches to Multi-Objective Optimization in a nutshell
Cristiano Fanelli
2:30 PM - 3:30 PM
Room: Aula Salvini
3:30 PM
AI-assisted Detector Design
AI-assisted Detector Design
3:30 PM - 4:30 PM
Room: Aula Salvini
4:30 PM
Coffee Break
Coffee Break
4:30 PM - 5:00 PM
Room: Aula Salvini
5:00 PM
Hands-on - MOO Exercise
-
Cristiano Fanelli
Hands-on - MOO Exercise
Cristiano Fanelli
5:00 PM - 6:30 PM
Room: Aula Salvini