AP machine learning brainstorming workshop

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

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

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
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10:00 → 11:10 Introduction

10:00 ML concepts

Speaker: Dr Iftach Sadeh (Z_CTAS (CTA IKC))

20230504_sadeh_ml_intro.pdf

10:20 Net4AI

Speaker: Robert Daniel Parsons (Z_GA (Gammaastronomie))

10:40 ML infrastructure @ DESY

Speaker: Goetz Waschk (Z_DV (Datenverarbeitung))

11:00 Coffee break

11:10 → 12:10 Ongoing projects I

11:10 PBH search with VERITAS

Speaker: Dr Iftach Sadeh (Z_CTAS (CTA IKC))

20230504_sadeh_pbh_via_pfrang.pdf

11:30 MWL AGN flare detection

Speakers: Hermann Stolte (Z_VER (VERITAS)), Jonas Sinapius (DESY)

slides.pdf

11:50 Graph Neural Networks for IACT Background Rejection

Speaker: Abhay Mehta (Z_CTA (Cherenkov Telescope Array))

12:10 → 13:00 Lunch break

13:00 → 15:00 Ongoing projects II

13:00 RNO-G

Speakers: Steffen Hallmann (Z-RAD (RADIO)), Zachary Samuel Meyers (Z-RAD (RADIO))

rno-g_ML.pdf

13:20 Photometric classification with optical lightcurves and biased training samples

Speaker: Alice Townsend (Z_ICE (IceCube+NG))

DESYML_pres.pdf

13:40 AGN characterization

Speaker: Sarah Mechbal (DESY Zeuthen)

AGN characterisation from photometric observations

14:00 Icecube reconstruction

Speaker: Jakob van Santen (DESY)

ML in IceCube.pdf

14:20 Final classification of the Nuclear sample

Speaker: Simeon Reusch (Z_ICE (IceCube+NG))

Simeon_Reusch_ZTF_nuclear_sample.pdf

14:40 Coffee break

15:00 → 16:30 Discussion & brainstorming

15:00 New projects & opportunities

Speaker: Jakob Nordin (HU Berlin)

15:20 Discussions

16:30 → 17:30 Wrap up and the future