Fifth ML-INFN Hackathon: Advanced Level

Contribution List

1. Welcome and introduction

Francesca Lizzi (Istituto Nazionale di Fisica Nucleare), Lucio Anderlini (Istituto Nazionale di Fisica Nucleare)

11/13/23, 2:25 PM

Cloud Infrastructure for Interactive Analysis and Machine Learning

2. INFN Pisa Computing Centre

Enrico Mazzoni (Istituto Nazionale di Fisica Nucleare)

11/13/23, 2:40 PM

Cloud Infrastructure for Interactive Analysis and Machine Learning

3. Infrastructure, Platform and Software as Services in INFN Cloud

Luca Giommi (Istituto Nazionale di Fisica Nucleare)

11/13/23, 3:00 PM

Cloud Infrastructure for Interactive Analysis and Machine Learning

4. A scientific perspective on Cloud scalability

Daniele Spiga (Istituto Nazionale di Fisica Nucleare), Diego Ciangottini (INFN Perugia)

11/13/23, 3:20 PM

Cloud Infrastructure for Interactive Analysis and Machine Learning

5. Containerizing ML applications for development, training and deployment

Lucio Anderlini (Istituto Nazionale di Fisica Nucleare)

11/13/23, 4:40 PM

Cloud Infrastructure for Interactive Analysis and Machine Learning

6. Hands-on ML_INFN instances, with Jupyter and beyond

Lucio Anderlini (Istituto Nazionale di Fisica Nucleare)

11/13/23, 5:00 PM

Cloud Infrastructure for Interactive Analysis and Machine Learning

26. Introduction to Anomaly detection with Autoencoders in CMS Data Quality Monitoring

Alkis Papanastassiou, Benedetta Camaiani (Istituto Nazionale di Fisica Nucleare)

11/14/23, 9:00 AM

Advanced Machine Learning Lectures

7. Introduction to Generative models

Francesco Vaselli (Istituto Nazionale di Fisica Nucleare), Matteo Barbetti (INFN Firenze), Simone Capelli (Istituto Nazionale di Fisica Nucleare)

11/14/23, 10:00 AM

Advanced Machine Learning Lectures

34. Introduction to Transformers

Stefano Giagu (Istituto Nazionale di Fisica Nucleare)

11/14/23, 11:20 AM

Advanced Machine Learning Lectures

11. Hackathon: Anomaly detection with Autoencoders in CMS Data Quality Monitoring

Alkis Papanastassiou, Benedetta Camaiani (Istituto Nazionale di Fisica Nucleare)

11/14/23, 2:00 PM

Hackathon exercises: Tuesday

29. Hackathon: Transformers and Visual Transformer

Stefano Giagu (Istituto Nazionale di Fisica Nucleare), Francesco Vaselli (Istituto Nazionale di Fisica Nucleare)

11/14/23, 2:00 PM

Hackathon exercises: Tuesday

31. Coffee break

11/14/23, 4:00 PM

Hackathon exercises: Tuesday

16. Hackathon: Anomaly detection with Autoencoders in CMS Data Quality Monitoring

Alkis Papanastassiou, Benedetta Camaiani (Istituto Nazionale di Fisica Nucleare)

11/14/23, 4:40 PM

Hackathon exercises: Tuesday

30. Hackathon: Transformers and Visual Transformer

Francesco Vaselli (Istituto Nazionale di Fisica Nucleare), Stefano Giagu (Istituto Nazionale di Fisica Nucleare)

11/14/23, 4:40 PM

Hackathon exercises: Tuesday

15. Introduction to solving differential equations with machine learning

Alessandro Bombini (Istituto Nazionale di Fisica Nucleare), Lucio Anderlini (Istituto Nazionale di Fisica Nucleare)

11/15/23, 9:00 AM

Advanced Machine Learning Lectures

14. Introduction to CNN, Autoencoders and U-Net

Francesca Lizzi (Istituto Nazionale di Fisica Nucleare)

11/15/23, 11:20 AM

Advanced Machine Learning Lectures

37. Hands-on generative models

Francesco Vaselli (Istituto Nazionale di Fisica Nucleare), Matteo Barbetti (INFN Firenze), Simone Capelli (Istituto Nazionale di Fisica Nucleare)

11/15/23, 12:20 PM

Advanced Machine Learning Lectures

18. Hackathon: Lung Sementation on Chest X-Ray images with U-Net

Ian Postuma (Istituto Nazionale di Fisica Nucleare), Mr Arman Zafaranchi (UniPi), Dr Lorenzo Marini (Istituto Nazionale di Fisica Nucleare)

11/15/23, 2:00 PM

Hackathon exercises: Wednesday

17. Hackathon: Solving differential equation with deep learning

Alessandro Bombini (Istituto Nazionale di Fisica Nucleare), Lucio Anderlini (Istituto Nazionale di Fisica Nucleare)

11/15/23, 2:00 PM

Hackathon exercises: Wednesday

33. Hackathon: Lung Sementation on Chest X-Ray images with U-Net

Arman Zafaranchi (UniPi), Ian Postuma (Istituto Nazionale di Fisica Nucleare), Dr Lorenzo Marini (Istituto Nazionale di Fisica Nucleare)

11/15/23, 4:40 PM

Hackathon exercises: Wednesday

32. Hackathon: Solving differential equation with deep learning

Alessandro Bombini (Istituto Nazionale di Fisica Nucleare)

11/15/23, 4:40 PM

Hackathon exercises: Wednesday

38. Social dinner

11/15/23, 7:30 PM

36. AI in streaming readout data acquisition and real-time inference

Marco Battaglieri (Istituto Nazionale di Fisica Nucleare)

11/16/23, 9:00 AM

Ongoing developments and future scenarios

39. Hands-on: streaming readout

Fabio Rossi

11/16/23, 9:25 AM

Ongoing developments and future scenarios

20. An overview of Machine Learning in Medicine and Medical Physics

Alessandra Retico (Istituto Nazionale di Fisica Nucleare)

11/16/23, 9:50 AM

Ongoing developments and future scenarios

23. An overview of Machine Learning applications in HEP

Andrea Rizzi (INFN Pisa), Andrea Rizzi (Istituto Nazionale di Fisica Nucleare)

11/16/23, 11:20 AM

Ongoing developments and future scenarios

35. Quantum Machine Learning and its applications to HEP

Lorenzo Sestini (Istituto Nazionale di Fisica Nucleare)

11/16/23, 12:00 PM

Ongoing developments and future scenarios

22. Final remarks and closing

Francesca Lizzi (Istituto Nazionale di Fisica Nucleare), Lucio Anderlini (Istituto Nazionale di Fisica Nucleare)

11/16/23, 12:40 PM

Ongoing developments and future scenarios

24. Social Dinner

28. Welcome by the local authorities

Cloud Infrastructure for Interactive Analysis and Machine Learning