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, June 7, 2021 (9:00 AM) to Wednesday, June 9, 2021 (6:00 PM)

Monday, June 7, 2021
9:00 AM Introduction and logistics - Tommaso Boccali (PI)
Introduction and logistics
- Tommaso Boccali (PI)
9:00 AM - 9:20 AM
9:20 AM General Introduction to Machine Learning
General Introduction to Machine Learning
9:20 AM - 11:15 AM
Contributions

9:20 AM What is Machine Learning and why it is relevant to INFN - Daniele Bonacorsi (BO)

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

11:30 AM INFN-Cloud, and how to use it for ML_INFN - Daniele Spiga (PG)
12:30 PM Lunch break
Lunch break
12:30 PM - 1:45 PM
1:45 PM Getting started with python and numpy (+ ...) on the cloud infrastructure
Getting started with python and numpy (+ ...) on the cloud infrastructure
1:45 PM - 4:15 PM
Contributions

1:45 PM Hands-on - Playing with CERN Open Data with numpy, pandas and pyplot - Lucio Anderlini (FI)

3:00 PM Introduction to keras - Andrea Rizzi (PI) Andrea Rizzi (INFN Pisa)

3:30 PM Hands-on - Introduction to keras - Andrea Rizzi (INFN Pisa) Andrea Rizzi (PI)
Tuesday, June 8, 2021
9:00 AM ML for applications in High Energy Physics - Tommaso Dorigo (PD)
ML for applications in High Energy Physics
- Tommaso Dorigo (PD)
9:00 AM - 9:30 AM
9:30 AM 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)
9:30 AM - 10:15 AM
10:15 AM Real applications of ML in INFN activities - Image Restoration in heritage
Real applications of ML in INFN activities - Image Restoration in heritage
10:15 AM - 11:15 AM

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

11:30 AM A simple application from scratch - continuation
A simple application from scratch - continuation
11:30 AM - 12:30 PM
12:30 PM 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 PM - 1:00 PM
1:00 PM Lunch break
Lunch break
1:00 PM - 2:15 PM

2:15 PM Continuation and finalization of hands on
Continuation and finalization of hands on
2:15 PM - 4:15 PM
Wednesday, June 9, 2021
9:00 AM Description of the exercises
Description of the exercises
9:00 AM - 9:30 AM
Contributions

9:00 AM Discrimination of hadronic jets from light and heavy flavours @ LHC - Tommaso Boccali (PI)

9:10 AM Autoencoders for VIRGO GW signal analysis - Nunziato Sorrentino (Istituto Nazionale di Fisica Nucleare)

9:20 AM Classification of lesions in medical physics - Alessandra Retico (PI)
9:30 AM Hackathon
Hackathon
9:30 AM - 12:55 PM

1:00 PM Lunch break
Lunch break
1:00 PM - 2:30 PM

2:30 PM Report from the groups
Report from the groups
2:30 PM - 4:30 PM
4:30 PM How to access INFNCloud - Doina Cristina Duma (CNAF) Daniele Spiga (PG)
How to access INFNCloud
- Doina Cristina Duma (CNAF)
- Daniele Spiga (PG)
4:30 PM - 4:50 PM

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