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, 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

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