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, 13 December 2021 (09:00) to Wednesday, 15 December 2021 (18:00)

Monday, 13 December 2021
09:00 Introduction and logistics - Tommaso Boccali (PI)
Introduction and logistics
- Tommaso Boccali (PI)
09:00 - 09:20
Room: http://cern.ch/go/pk7C
09:20 General Introduction to Machine Learning
General Introduction to Machine Learning
09:20 - 11:15
Room: http://cern.ch/go/pk7C
Contributions

09:20 What is Machine Learning and why it is relevant for research? - Maurizio Pierini (CERN)

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

15:30 Hands-on - Introduction to keras - Andrea Rizzi (PI) Andrea Rizzi (INFN Pisa)
Tuesday, 14 December 2021
09:00 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)
09:00 - 09:50
Room: http://cern.ch/go/pk7C
09:50 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)
09:50 - 10:30
Room: http://cern.ch/go/pk7C
10:40 Real applications of ML in INFN activities - Image Restoration in heritage
Real applications of ML in INFN activities - Image Restoration in heritage
10:40 - 11:40
Room: http://cern.ch/go/pk7C

11:40 A simple application from scratch - continuation
A simple application from scratch - continuation
11:40 - 12:40
Room: http://cern.ch/go/pk7C
12:40 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 - 13:10
Room: http://cern.ch/go/pk7C
13:10 Lunch break
Lunch break
13:10 - 14:20
Room: http://cern.ch/go/pk7C

14:20 Continuation and finalization of hands on
Continuation and finalization of hands on
14:20 - 16:20
Room: http://cern.ch/go/pk7C
Wednesday, 15 December 2021
09:00 Description of the exercises
Description of the exercises
09:00 - 09:40
Room: http://cern.ch/go/pk7C
Contributions

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

09:10 Signal/background discrimination for the VBF Higgs four lepton decay channel with the CMS experiment - Brunella D'Anzi (Istituto Nazionale di Fisica Nucleare)

09:20 Autoencoders for VIRGO GW signal analysis - Francesco Di Renzo (P)

09:30 Classification of lesions in medical physics - Alessandra Retico (PI)
09:40 Hackathon
Hackathon
09:40 - 13:00
Room: http://cern.ch/go/pk7C

13:00 Lunch break
Lunch break
13:00 - 14:30
Room: http://cern.ch/go/pk7C

14:30 Report from the groups
Report from the groups
14:30 - 16:30
Room: http://cern.ch/go/pk7C