Machine Learning for the LHC Distributed Data Placement and Track Finding

Europe/Moscow
Other Institutes

Other Institutes

Bldg. 348 Room 322 National Research Center "Kurchatov Institute" (Moscow) Joint Institute of Nuclear Research (Dubna)
Alexei Klimentov (Brookhaven National Laboratory (US)) , Andrey Ustyuzhanin (Yandex School of Data Analysis (RU)) , Paolo Calafiura (Lawrence Berkeley National Lab. (US)) , Vladimir Korenkov (Joint Inst. for Nuclear Research (RU))
Description
doodle poll : http://doodle.com/poll/bkw87sxr8wtneuw4#table
Participants
  • Aleksei Rogozhnikov
  • Alexander Nikolaev
  • Alexander Sboev
  • Alexander Zamyatin
  • Alexei Klimentov
  • Alexey Poyda
  • Andrew Klimenko
  • Andrey Polyakov
  • Andrey Ustyuzhanin
  • Anton Selivanov
  • David Rousseau
  • Denis Derkach
  • Dimitrii Krasnopevtsev
  • Dirk Duellmann
  • Dmitriy Gudovskih
  • Dmitry Serikov
  • Elizaveta Shutova
  • Emelian Andrioanov
  • Igor Nadezhdin
  • Ivan Moloshnikov
  • Ivan Tertychnyy
  • Ivan Vanushin
  • Konstantin Zaitsev
  • Lev Astakhov
  • Maksim Stulin
  • Maria Grigoryeva
  • Mario Lassnig
  • Maxim Bochkov
  • Mikhail Hushchyn
  • Nikita Kazeev
  • Pavel Velikhov
  • Robert Sevumyan
  • Ruslan Mashinistov
  • Rybka Roman
  • Sami Kama
  • Serge Smirnov
  • Shantenu Jha
  • Sophia Rodina
  • Tatiana Likhomanenko
  • Vladimir Korenkov
  • Vladimir Shevchenko
    • 10:00 10:10
      NRC KI Welcome 10m
      Speaker: Vasily Velikhov (National Research Centre Kurchatov Institute (RU))
    • 10:10 10:20
      Introduction and Workshop Primary Goals 10m
      Speakers: Alexei Klimentov (Brookhaven National Laboratory (US)) , Andrey Ustyuzhanin (Yandex School of Data Analysis (RU)) , Paolo Calafiura (Lawrence Berkeley National Lab. (US))
    • 10:20 12:30
      Machine Learning Principles, Tools and Libraries (I)
      Convener: Mario Lassnig (CERN)
      • 10:20
        Machine Learning hands-on 2h 10m
        Speakers: Andrey Ustyuzhanin (Yandex School of Data Analysis (RU)) , Dr Rogozhnikov Alexey (School of Data Analysis)
        • Machine Learning Introduction 1h 20m
          Speaker: Aleksei Rogozhnikov (Yandex School of Data Analysis (RU))
        • Machine Learning for Tracking 40m
          Speaker: Aleksei Rogozhnikov (Yandex School of Data Analysis (RU))
    • 12:30 13:30
      lunch 1h
    • 13:30 15:10
      Machine Learning Tools, Principles and Libraries (II)
      Convener: Andrey Ustyuzhanin (Yandex School of Data Analysis (RU))
      • 13:30
        Topological Trigger Optimization 40m
        Speaker: Tatiana Likhomanenko (National Research Centre Kurchatov Institute (RU))
      • 14:10
        Flavour Tagging Optimization 1h
        Speakers: Denis Derkach (Yandex School of Data Analysis (RU)) , Tatiana Likhomanenko (National Research Centre Kurchatov Institute (RU))
    • 15:10 15:30
      Tea break 20m
    • 15:30 18:30
      Data Placement
      Convener: Alexei Klimentov (Brookhaven National Laboratory (US))
      • 15:30
        Data Placement Policy Evolution in ATLAS 40m
        Speakers: Alexei Klimentov (Brookhaven National Laboratory (US)) , Mario Lassnig (CERN)
        • Computing Model (from Monarc to "mesh")
        • Data formats and data popularity
        • PD2P - PanDA Dynamic Data Placement : concept and realization
        • Rucio : Architecture overview
        • ATLAS Data (Run1, Run2 and beyond)
        • Sources of (data) meta-information
        • Topics of interest
      • 16:10
        Data Placement and Data Handling in LHCb 40m
        Speakers: Andrey Ustyuzhanin (Yandex School of Data Analysis (RU)) , Mikhail Hushchyn (Yandex School of Data Analysis (RU))
      • 17:10
        Data Placement simulation and Distributed Computing Simulation - round table discussion 1h 10m
    • 18:30 19:50
      Bus to JINR (Dubna) 1h 20m
    • 09:30 12:30
      Data Placement and Distributed Computing Analytical Model: topical discussion about data placement for ATLAS et el Grid analytical model Deep learning tutorial (TBC) Splinter meetings
    • 09:30 12:30
      Deep Learning Tutorial by Yandex (TBC)