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ATLAS & CMS MLOps Workshop

→ Europe/Zurich
IdeaSquare (CERN)

IdeaSquare

CERN
Christopher Edward Brown (CERN), Ioannis Xiotidis (CERN), Maciej Mikolaj Glowacki (CERN), Rimsky Alejandro Rojas Caballero (CERN)
Description

This workshop is an intiative of the Next Generation Triggers project and aims to bring together intra- and inter-experiment groups to start discussions on the effective deployment of Machine Learning algorithms into hardware trigger systems and beyond in anticipation of the HL-LHC.

The day will be divided into two sessions: the morning will consist of ATLAS and CMS working groups, and will be focused on discussing experiment-specific requirements, while the afternoon will be an open discussion, organised around three common themes in ML deployment:

  • Training: Strategies for training models deployed under evolving conditions
  • Model Logistics: Managing models through software, firmware, and software transitions
  • Data Flow: Handling data conversions with distributed, heterogeneous computing

There will be short talks at the start of each theme.

The deadline for registration is May 23th, 2025.

1st_ATLAS_CMS_Workshop_Poster.png
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Participants
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    • 09:00 → 09:15
      Welcome Session - Practical Information
      MLOps Workshop intro.pdf
    • 09:15 → 12:15
      MLOps in ATLAS
      • 09:15
        Firmware: ML integration into Athena 15m
        Speaker: Kenny Jia (Stanford University/SLAC)
        MLOps_6_2_Kenny.pdf
      • 09:30
        Discussion: Bitwise ML simulation 30m
        Speaker: Ioannis Xiotidis (CERN)
      • 10:00
        Software: Data generation and pythonisation 15m
        Speaker: Maria Carnesale (CERN)
        MLOps_ngttemplate.pdf
      • 10:15
        Discussion: Pythonisation of training files 30m
        Speaker: Ioannis Xiotidis (CERN)
      • 10:45
        Coffee Break 15m
      • 11:00
        Hardware: Infrastructure for developing ML 15m
        Speaker: Rimsky Alejandro Rojas Caballero (CERN)
        MLops-Hardware_infrastructure.pdf
      • 11:15
        Discussion: Hardware for ML deployment 30m
        Speaker: Ioannis Xiotidis (CERN)
    • 09:15 → 12:15
      MLOps in CMS
    • 12:15 → 13:15
      Lunch Break
    • 13:20 → 17:05
      Open Session - Discussion
      • 13:20
        Training: Strategies for training models deployed under evolving detector conditions 15m
        Speaker: Christopher Edward Brown (CERN)
        Model_Training_MLOps_0206.pdf
      • 13:35
        Open Floor: Discussion & Questions 45m
      • 14:20
        Model Logistics: Managing models through software, firmware, and back to software again 15m
        Speaker: Ioannis Xiotidis (CERN)
        MLOpsWorkshop.pdf
      • 14:35
        Open Floor: Discussion & Questions 45m
      • 15:20
        Data Flow: Handling data conversions and distributed, heterogeneous computing environments 15m
        Speakers: Leon Joel Kerner (CERN | Rheinisch Westfaelische Tech. Hoch. (DE)), Maciej Mikolaj Glowacki (CERN)
        mlops_workshop.pdf
        Open session_ Data Flow.pdf
      • 15:35
        Open Floor: Discussion & Questions 45m
    • 17:05 → 17:10
      Workshop Picture
      Convener: Alex Lasa Lamarca
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