Deep Learning on DUNE

Monday 13 Nov 2017, 08:00 → 18:00 US/Central

Conjectorium (9-1), Snakepit (1-5) (Fermilab)

Alexander Radovic (College of William and Mary), Dorota Stefan (CERN/NCBJ Warsaw, Poland), Gabriel Perdue (Fermilab), Kazuhiro Terao (SLAC National Accelerator Laboratory), Robert Sulej (FNAL / NCBJ)

This technically focused workshop aims to start dialogue and collaboration on tools to better enable Deep Learning based work on the DUNE experiment. There will be several talks in the morning describing the general frameworks and tools currently being used, with the majority of the day dedicated to working time.

Zoom Co-ordinates below:

Topic: DUNE DL Workshop
Time: Nov 13, 2017 9:00 AM Central Time (US and Canada)

Join from PC, Mac, Linux, iOS or Android: https://fnal.zoom.us/j/340773109

Or iPhone one-tap :
    US: +16699006833,,340773109#  or +16465588656,,340773109# 
Or Telephone:
    Dial(for higher quality, dial a number based on your current location)：
        US: +1 669 900 6833  or +1 646 558 8656 
    Meeting ID: 340 773 109
    International numbers available: https://fnal.zoom.us/zoomconference?m=76zjTkx1mr7VlN4ROwjIT9MmGRj8zSdi

Framework Discussion

Summary talks describing how different groups within DUNE currently make use of DL tools. Focused on workflows and technical implementations.

1 Caffe, ART, and CVN

Speaker: Dr Alexander Radovic (College of William and Mary)

Slides DUNE_DL_WORKSHOP.pdf

2 CNN solutions for Hit-Level ID

Speakers: Dorota Stefan (CERN/NCBJ Warsaw, Poland), Dr Robert Sulej (FNAL / NCBJ)

Slides rs_pixel-level-id.pdf

3 Beyond 2D Image Representations

Speaker: Dr Kazuhiro Terao (SLAC National Accelerator Laboratory)

Slides 2017_11_13_DUNE_DL_Workshop.pdf ssnet3d_slides_mon.pdf

4 DL in HEP with Python

Speaker: Dr Kevin Wierman (PNNL)

Working time I

Working Time II