ATLAS & CMS MLOps Workshop

Name: ATLAS & CMS MLOps Workshop
Start: 2025-06-02T09:00:00+02:00
End: 2025-06-02T17:45:00+02:00
Location: CERN

Monday 2 Jun 2025, 09:00 → 17:45 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.

Contact

vasiliki.batsari@cern.ch

Participants

56 View full list

- 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
  - 09:15
    
    Software: Model matadata and Cond DB interface 45m
    
    Speaker: Davide Valsecchi (ETH Zurich (CH))
    
    25_06_02 - NGT-MLops - ML metadata in conddb - Valsecchi.pdf
  - 10:00
    
    Firmware: Reconfigurable FW and monitoring 45m
    
    Speaker: Christopher Edward Brown (CERN)
    
    Reconfigurable_Firmware_Ops_Workshop.pdf
  - 10:45
    
    Break 15m
  - 11:00
    
    Hardware: Infrastructure for ML deployment 45m
    
    Speakers: Hannes Jakob Hansen, Maciej Mikolaj Glowacki (CERN), Raulian-Ionut Chiorescu, Ricardo Rocha (CERN)
    
    Hardware session.pdf
    
    NGT MLOps Workshop_ Platform and ML.pdf
- 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