Name: First ML-INFN Hackathon
Start: 2021-06-07T09:00:00+02:00
End: 2021-06-09T18:00:00+02:00
Location: Zoom

First ML-INFN Hackathon

from Monday, 7 June 2021 (09:00) to Wednesday, 9 June 2021 (18:00)

Monday, 7 June 2021
09:00 Introduction and logistics - Tommaso Boccali (PI)
Introduction and logistics
- Tommaso Boccali (PI)
09:00 - 09:20
09:20 General Introduction to Machine Learning
General Introduction to Machine Learning
09:20 - 11:15
Contributions

09:20 What is Machine Learning and why it is relevant to INFN - Daniele Bonacorsi (BO)

10:10 Neural Networks: principles and common architectures - Stefano Giagu (ROMA1)
11:15 Break
Break
11:15 - 11:30
11:30 INFN Cloud for ML-INFN
INFN Cloud for ML-INFN
11:30 - 12:30
Contributions

11:30 INFN-Cloud, and how to use it for ML_INFN - Daniele Spiga (PG)
12:30 Lunch break
Lunch break
12:30 - 13:45
13:45 Getting started with python and numpy (+ ...) on the cloud infrastructure
Getting started with python and numpy (+ ...) on the cloud infrastructure
13:45 - 16:15
Contributions

13:45 Hands-on - Playing with CERN Open Data with numpy, pandas and pyplot - Lucio Anderlini (FI)

15:00 Introduction to keras - Andrea Rizzi (PI) Andrea Rizzi (INFN Pisa)

15:30 Hands-on - Introduction to keras - Andrea Rizzi (INFN Pisa) Andrea Rizzi (PI)
Tuesday, 8 June 2021
09:00 ML for applications in High Energy Physics - Tommaso Dorigo (PD)
ML for applications in High Energy Physics
- Tommaso Dorigo (PD)
09:00 - 09:30
09:30 ML Basics: hands-on on a simple categorization example in HEP - Lucio Anderlini (FI)
ML Basics: hands-on on a simple categorization example in HEP
- Lucio Anderlini (FI)
09:30 - 10:15
10:15 Real applications of ML in INFN activities - Image Restoration in heritage
Real applications of ML in INFN activities - Image Restoration in heritage
10:15 - 11:15

11:15 Coffee break
Coffee break
11:15 - 11:30

11:30 A simple application from scratch - continuation
A simple application from scratch - continuation
11:30 - 12:30
12:30 ML for applications in medical physics of INFN interest - Alessandra Retico (PI)
ML for applications in medical physics of INFN interest
- Alessandra Retico (PI)
12:30 - 13:00
13:00 Lunch break
Lunch break
13:00 - 14:15

14:15 Continuation and finalization of hands on
Continuation and finalization of hands on
14:15 - 16:15
Wednesday, 9 June 2021
09:00 Description of the exercises
Description of the exercises
09:00 - 09:30
Contributions

09:00 Discrimination of hadronic jets from light and heavy flavours @ LHC - Tommaso Boccali (PI)

09:10 Autoencoders for VIRGO GW signal analysis - Nunziato Sorrentino (Istituto Nazionale di Fisica Nucleare)

09:20 Classification of lesions in medical physics - Alessandra Retico (PI)
09:30 Hackathon
Hackathon
09:30 - 12:55

13:00 Lunch break
Lunch break
13:00 - 14:30

14:30 Report from the groups
Report from the groups
14:30 - 16:30
16:30 How to access INFNCloud - Doina Cristina Duma (CNAF) Daniele Spiga (PG)
How to access INFNCloud
- Doina Cristina Duma (CNAF)
- Daniele Spiga (PG)
16:30 - 16:50