Name: Second ML-INFN Hackathon: Starting Level
Start: 2021-12-13T09:00:00+01:00
End: 2021-12-15T18:00:00+01:00
Location: Zoom

Second ML-INFN Hackathon: Starting Level

from Monday, December 13, 2021 (9:00 AM) to Wednesday, December 15, 2021 (6:00 PM)

Monday, December 13, 2021
9:00 AM Introduction and logistics - Tommaso Boccali (PI)
Introduction and logistics
- Tommaso Boccali (PI)
9:00 AM - 9:20 AM
Room: http://cern.ch/go/pk7C
9:20 AM General Introduction to Machine Learning
General Introduction to Machine Learning
9:20 AM - 11:15 AM
Room: http://cern.ch/go/pk7C
Contributions

9:20 AM What is Machine Learning and why it is relevant for research? - Maurizio Pierini (CERN)

10:10 AM Neural Networks: principles and common architectures - Stefano Giagu (ROMA1)
11:15 AM Break
Break
11:15 AM - 11:30 AM
Room: http://cern.ch/go/pk7C
11:30 AM INFN Cloud for ML-INFN
INFN Cloud for ML-INFN
11:30 AM - 12:30 PM
Room: http://cern.ch/go/pk7C
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
Room: http://cern.ch/go/pk7C
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
Room: http://cern.ch/go/pk7C
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 (INFN Pisa) Andrea Rizzi (PI)

3:30 PM Hands-on - Introduction to keras - Andrea Rizzi (PI) Andrea Rizzi (INFN Pisa)
Tuesday, December 14, 2021
9:00 AM ML for applications in High Energy Physics - Tommaso Boccali (Istituto Nazionale di Fisica Nucleare)
ML for applications in High Energy Physics
- Tommaso Boccali (Istituto Nazionale di Fisica Nucleare)
9:00 AM - 9:50 AM
Room: http://cern.ch/go/pk7C
9:50 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)
9:50 AM - 10:30 AM
Room: http://cern.ch/go/pk7C
10:40 AM Real applications of ML in INFN activities - Image Restoration in heritage
Real applications of ML in INFN activities - Image Restoration in heritage
10:40 AM - 11:40 AM
Room: http://cern.ch/go/pk7C

11:40 AM A simple application from scratch - continuation
A simple application from scratch - continuation
11:40 AM - 12:40 PM
Room: http://cern.ch/go/pk7C
12:40 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)
12:40 PM - 1:10 PM
Room: http://cern.ch/go/pk7C
1:10 PM Lunch break
Lunch break
1:10 PM - 2:20 PM
Room: http://cern.ch/go/pk7C

2:20 PM Continuation and finalization of hands on
Continuation and finalization of hands on
2:20 PM - 4:20 PM
Room: http://cern.ch/go/pk7C
Wednesday, December 15, 2021
9:00 AM Description of the exercises
Description of the exercises
9:00 AM - 9:40 AM
Room: http://cern.ch/go/pk7C
Contributions

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

9:10 AM Signal/background discrimination for the VBF Higgs four lepton decay channel with the CMS experiment - Brunella D'Anzi (Istituto Nazionale di Fisica Nucleare)

9:20 AM Autoencoders for VIRGO GW signal analysis - Francesco Di Renzo (P)

9:30 AM Classification of lesions in medical physics - Alessandra Retico (PI)
9:40 AM Hackathon
Hackathon
9:40 AM - 1:00 PM
Room: http://cern.ch/go/pk7C

1:00 PM Lunch break
Lunch break
1:00 PM - 2:30 PM
Room: http://cern.ch/go/pk7C

2:30 PM Report from the groups
Report from the groups
2:30 PM - 4:30 PM
Room: http://cern.ch/go/pk7C

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