AP machine learning brainstorming workshop

Name: AP machine learning brainstorming workshop
Start: 2023-05-04T10:00:00+02:00
End: 2023-05-04T19:00:00+02:00
Location: DESY, Platanenallee 6, 15738 Zeuthen

Thursday 4 May 2023, 10:00 → 19:00 Europe/Berlin

Villa | SR5 (DESY, Platanenallee 6, 15738 Zeuthen)

Villa | SR5

DESY, Platanenallee 6, 15738 Zeuthen

Description

This workshop aims to bring together different researches and working groups from the DESY AP community who work with machine learning. We shall provide an overview of ongoing activities and brainstorm on current and future projects where machine learning may be useful.

While this meeting will primarily be in-person, we also provide the following remote connection:

https://desy.zoom.us/j/68360544141

Meeting ID: 683 6054 4141
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Meeting ID: 683 6054 4141
Find your local number: https://desy.zoom.us/u/cdZ99uybl

- Introduction
  - 1
    
    ML concepts
    
    Speaker: Dr Iftach Sadeh (Z_CTAS (CTA IKC))
    
    20230504_sadeh_ml_intro.pdf
  - 2
    
    Net4AI
    
    Speaker: Robert Daniel Parsons (Z_GA (Gammaastronomie))
  - 3
    
    ML infrastructure @ DESY
    
    Speaker: Goetz Waschk (Z_DV (Datenverarbeitung))
  - 11:00
    
    Coffee break
- Ongoing projects I
  - 4
    
    PBH search with VERITAS
    
    Speaker: Dr Iftach Sadeh (Z_CTAS (CTA IKC))
    
    20230504_sadeh_pbh_via_pfrang.pdf
  - 5
    
    MWL AGN flare detection
    
    Speakers: Hermann Stolte (Z_VER (VERITAS)), Jonas Sinapius (DESY)
    
    slides.pdf
  - 6
    
    Graph Neural Networks for IACT Background Rejection
    
    Speaker: Abhay Mehta (Z_CTA (Cherenkov Telescope Array))
- Lunch break
- Ongoing projects II
  - 7
    
    RNO-G
    
    Speakers: Steffen Hallmann (Z-RAD (RADIO)), Zachary Samuel Meyers (Z-RAD (RADIO))
    
    rno-g_ML.pdf
  - 8
    
    Photometric classification with optical lightcurves and biased training samples
    
    Speaker: Alice Townsend (Z_ICE (IceCube+NG))
    
    DESYML_pres.pdf
  - 9
    
    AGN characterization
    
    Speaker: Sarah Mechbal (DESY Zeuthen)
    
    AGN characterisation from photometric observations
  - 10
    
    Icecube reconstruction
    
    Speaker: Jakob van Santen (DESY)
    
    ML in IceCube.pdf
  - 11
    
    Final classification of the Nuclear sample
    
    Speaker: Simeon Reusch (Z_ICE (IceCube+NG))
    
    Simeon_Reusch_ZTF_nuclear_sample.pdf
  - 12
    
    Coffee break
- Discussion & brainstorming
  - 13
    
    New projects & opportunities
    
    Speaker: Jakob Nordin (HU Berlin)
  - 14
    
    Discussions
- Wrap up and the future