Deep Learning in the Natural Sciences

from Thursday, 28 February 2019 (08:45) to Friday, 1 March 2019 (18:00)
Hamburg

        : Sessions
    /     : Talks
        : Breaks
28 Feb 2019
1 Mar 2019
AM
10:00
Pre-Workshop introduction and arrival (until 13:00) ()
10:00 Registration & Sign-Up   ()
10:15 Deep Learning Basics I - Gregor Kasieczka (Hamburg University (DE))   ()
11:15 Deep Learning Basics II - Gregor Kasieczka (Hamburg University (DE))   ()
09:00
Talk - Johannes Haller (CERN) (until 11:00) ()
09:00 Deep Learning in Particle and Astroparticle Physics - Martin Erdmann (Rheinisch Westfaelische Tech. Hoch. (DE))   ()
09:40 A metric for collider events - Patrick Komiske (Massachusetts Institute of Technology)   ()
10:00 Radio Galaxy Classifications with Deep Learning - Vesna Lukic   ()
10:20 Particle identification on the DAMPE experiment - David Francois Droz (Universite de Geneve (CH))   ()
10:40 Machine learning with augmentation for boosting di-Higgs searches at the LHC - Won Sang Cho (Seoul National University)   ()
11:00 --- Coffee Break ---
11:30
Talk - Gregor Kasieczka (Hamburg University (DE)) (until 13:30) ()
11:30 Application of Generative Models to Natural Science - Fedor Ratnikov (Yandex School of Data Analysis (RU)) Fedor Ratnikov   ()
12:10 Towards data-driven particle physics classifiers - Eric Metodiev (Massachusetts Institute of Technology)   ()
12:30 Autoencoding New Physics - Jennifer Thompson (ITP Heidelberg) Jennifer Thompson (ITP Heidelberg)   ()
12:50 CNN Classification of X-ray Selected Clusters - Matej Kosiba   ()
13:10 Closing Discussion - Peter Schleper (Hamburg University (DE))   ()
PM
12:00 --- Lunch ---
13:00
Talk - Marcus Brueggen (until 15:00) ()
13:00 Opening - Marcus Brueggen Gregor Kasieczka (Hamburg University (DE))   ()
13:20 Collision Course: Particle Physics as a Machine-Learning Testbed - Jesse Thaler (MIT)   ()
14:00 Machine Learning Techniques in Cosmological Simulation - Claudio Gheller   ()
14:40 Low-dose X-ray Imaging with Deep Neural Networks - Xiaogang Yang   ()
15:00 --- Coffee Break ---
15:40
Talk (until 18:00) ()
15:40 Machine Learning Techniques in Astroparticle Physics - Dominik Elsaesser   ()
16:20 Rise of the Tagging Machines - Tilman Plehn Tilman Plehn (Heidelberg University)   ()
17:00 Machine Learning for Diffractive Imaging and Crystallography - Filipe Maia   ()