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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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    • Welcome Session - Practical Information
      MLOps Workshop intro.pdf
    • MLOps in ATLAS
      • 1
        Firmware: ML integration into Athena
        Speaker: Kenny Jia (Stanford University/SLAC)
        MLOps_6_2_Kenny.pdf
      • 2
        Discussion: Bitwise ML simulation
        Speaker: Ioannis Xiotidis (CERN)
      • 3
        Software: Data generation and pythonisation
        Speaker: Maria Carnesale (CERN)
        MLOps_ngttemplate.pdf
      • 4
        Discussion: Pythonisation of training files
        Speaker: Ioannis Xiotidis (CERN)
      • 10:45
        Coffee Break
      • 5
        Hardware: Infrastructure for developing ML
        Speaker: Rimsky Alejandro Rojas Caballero (CERN)
        MLops-Hardware_infrastructure.pdf
      • 6
        Discussion: Hardware for ML deployment
        Speaker: Ioannis Xiotidis (CERN)
    • MLOps in CMS
    • Lunch Break
    • Open Session - Discussion
      • 10
        Training: Strategies for training models deployed under evolving detector conditions
        Speaker: Christopher Edward Brown (CERN)
        Model_Training_MLOps_0206.pdf
      • 11
        Open Floor: Discussion & Questions
      • 12
        Model Logistics: Managing models through software, firmware, and back to software again
        Speaker: Ioannis Xiotidis (CERN)
        MLOpsWorkshop.pdf
      • 13
        Open Floor: Discussion & Questions
      • 14
        Data Flow: Handling data conversions and distributed, heterogeneous computing environments
        Speakers: Leon Joel Kerner (CERN | Rheinisch Westfaelische Tech. Hoch. (DE)), Maciej Mikolaj Glowacki (CERN)
        mlops_workshop.pdf
        Open session_ Data Flow.pdf
      • 15
        Open Floor: Discussion & Questions
    • Workshop Picture
      Convener: Alex Lasa Lamarca
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