SPINE Workshop 2024

America/New_York
Francois Drielsma (SLAC), Kazuhiro Terao (SLAC), Michael Mooney (Colorado State University), Taritree Wongjirad (Tufts University)
Description

SBN/2x2 Joint Machine-Learning Workshop

One-week workshop dedicated to improving the general understanding of machine learning tools and their implementation in the context of LArTPC detectors, and in particular the SPINE package.

The workshop will consist of a general lecture-style introduction on Monday, and then be roughly evenly split between tutorial and working sessions. Tutorials will consist of interactive notebooks with simple tasks to complete on the fly and more complicated tasks to complete during the working session on the same day. Some time will be reserved on Friday morning for people to update on the progress that has been made during the workshop.

The notebooks and resources are stored at: https://github.com/DeepLearnPhysics/spine_workshop_2024 

Zoom link for remote participation: https://stanford.zoom.us/j/91271348353?pwd=ncLGbIwz8IAJnQrEWvv1SVa0BTqNcq.1 

Practical lodging information: https://docs.google.com/presentation/d/1svptLtk0nrxZy8Cf5SxmUjgbeDK8I27VJ4pJxykaipQ/edit?usp=sharing  

Registration
Participants
Participants
  • Abdul Wasit Yahaya
  • Alicia Vázquez-Ramos
  • Brinden Carlson
  • Castaly Fan
  • Dae Koh
  • Francois Drielsma
  • Gage Gerding
  • Gajendra Gurung
  • Georgette Kufatty
  • Heather Ray
  • Hilary Utaegbulam
  • Jaydip Singh
  • Jeremy Wolcott
  • Jessie Micallef
  • Josephine Paton
  • Karan Kumar
  • Kazuhiro Terao
  • Keng Lin
  • Lane Kashur
  • Laxman Paudel
  • Luis Mora-Lepin
  • Matthew Siden
  • Michael Dolce
  • Michael Mooney
  • Mohamed Ismail
  • Nathaniel Santiago
  • Nupur Oza
  • Omar Alterkait
  • Polina Abratenko
  • Promita Roy
  • Ryan LaZur
  • Scott Schwartz
  • Seokju Chung
  • Sindhujha Kumaran
  • Taritree Wongjirad
  • Tracy Usher
  • Yeon-jae Jwa
  • Yousen Zhang
  • Zach Hulcher
  • Zev Imani
    • 09:00 09:15
      Introductory Remarks 15m
      Speaker: Taritree Wongjirad (Tufts University)
    • 09:15 10:45
      Introduction to Machine Learning Tools 1h 30m
      Speaker: Kazuhiro Terao (SLAC)
    • 10:45 12:30
      Introduction to SPINE 1h 45m
      Speaker: Francois Drielsma (SLAC)
    • 12:30 13:30
      Lunch 1h
    • 13:30 14:15
      LArCV Labeling and Visualization 45m
      Speakers: Bear Carlson (SLAC), Francois Drielsma (SLAC), Sindhujha Kumaran (SLAC)
    • 14:15 15:00
      Training and Validation 45m
      Speaker: Francois Drielsma (SLAC)
    • 15:00 17:00
      Working Session 2h
      Speaker: Francois Drielsma (SLAC)
    • 09:00 09:45
      Inference 45m
      Speaker: Francois Drielsma (SLAC)
    • 09:45 10:30
      Data representation, visualization 45m
      Speaker: Francois Drielsma (SLAC)
    • 10:30 11:30
      Michel Electron Reconstruction 1h
      Speaker: Yeon-jae Jwa (SLAC)
    • 11:30 12:15
      Track Residual dQ/dx 45m
      Speaker: Francois Drielsma (SLAC)
    • 12:15 13:15
      Lunch 1h
    • 13:15 14:00
      Track Momentum Reconstruction 45m
      Speaker: Dae Koh (SLAC)
    • 14:00 17:00
      Working session 3h
      Speaker: Francois Drielsma (SLAC)
    • 09:00 09:45
      Shower Energy Reconstruction 45m
      Speaker: Lane Kashur (Colorado State University)
    • 09:45 10:30
      Shower Start dQ/dx 45m
      Speaker: Francois Drielsma (SLAC)
    • 10:30 11:15
      Particle Identification 45m
      Speaker: Yeon-jae Jwa (SLAC)
    • 11:15 12:00
      Primary Identification and Vertex Reconstruction 45m
      Speaker: Dae Koh (SLAC)
    • 12:00 13:00
      Lunch 1h
    • 13:00 13:45
      Calibrations 45m
      Speaker: Michael Mooney (Colorado State University)
    • 13:45 17:00
      Working Session 3h 15m
      Speaker: Francois Drielsma (SLAC)
    • 09:00 10:00
      Numu Selection 1h
      Speaker: Justin Mueller (SLAC)
    • 10:00 11:00
      NuMu CC Pi0 Selection 1h
      Speaker: Lane Kashur (Colorado State University)
    • 11:00 12:00
      Nue Selection 1h
      Speaker: Dae Koh (SLAC)
    • 12:00 13:00
      Lunch 1h
    • 13:00 17:00
      Working Session 4h
      Speaker: Francois Drielsma (SLAC)
    • 09:00 10:00
      CAF Making 1h
      Speakers: Jeremy Wolcott (Tufts University), Lane Kashur (Colorado State University), Sindhujha Kumaran (SLAC)
    • 10:00 11:00
      Deghosting 1h
      Speaker: Bear Carlson (SLAC)
    • 11:00 12:00
      Flash Matching 1h
      Speaker: Justin Mueller (SLAC)
    • 12:00 13:00
      Lunch 1h
    • 13:00 17:00
      Working Session 4h
      Speaker: Francois Drielsma (SLAC)