IML Machine Learning Workshop

from Monday, March 20, 2017 (9:00 AM) to Wednesday, March 22, 2017 (8:00 PM)
CERN (222/R-001)

        : Sessions
    /     : Talks
        : Breaks
Mar 20, 2017
Mar 21, 2017
Mar 22, 2017
AM
9:00 AM
Opening Session -Dr Sergei Gleyzer (University of Florida (US)) Steven Randolph Schramm (Universite de Geneve (CH)) (until 1:00 PM) (500/1-001 - Main Auditorium)
9:00 AM Introduction to the workshop - Michele Floris (CERN) Sergei Gleyzer (University of Florida (US)) Lorenzo Moneta (CERN) Steven Randolph Schramm (Universite de Geneve (CH)) Paul Seyfert (Universita & INFN, Milano-Bicocca (IT))   (500/1-001 - Main Auditorium)
9:30 AM Introduction to the Industry Session on ML   (500/1-001 - Main Auditorium)
9:50 AM Nvidia and ML - Piero Altoe   (500/1-001 - Main Auditorium)
10:15 AM Yandex and ML - Andrey Ustyuzhanin (Yandex School of Data Analysis (RU))   (500/1-001 - Main Auditorium)
10:39 AM Announcements   (500/1-001 - Main Auditorium)
10:45 AM --- Coffee break ---
11:15 AM Intel and ML - Hans Pabst (Intel Corp.)   (500/1-001 - Main Auditorium)
11:40 AM IBM and ML - Graham Mackintosh   (500/1-001 - Main Auditorium)
12:05 PM Industry-HEP panel on Machine Learning   (500/1-001 - Main Auditorium)
9:00 AM
Identification and Tagging Mini-Workshop - Paul Seyfert (Universita & INFN, Milano-Bicocca (IT)) Michele Floris (CERN) (until 1:00 PM) (222/R-001)
9:00 AM Session introduction   (222/R-001)
9:05 AM Jet reconstruction and heavy jet tagging at LHCb - Lorenzo Sestini (Universita e INFN, Padova (IT))   (222/R-001)
9:45 AM Identification of Jets Containing b-Hadrons with Recurrent Neural Networks at the ATLAS Experiment - Daniel Hay Guest (University of California Irvine (US))   (222/R-001)
10:10 AM Exploring neural networks to improve b-jet tagging with the ALICE detector - Rudiger Haake (CERN)   (222/R-001)
10:35 AM DeepFlavour in CMS - Markus Stoye (CERN)   (222/R-001)
11:00 AM --- Coffee break ---
11:30 AM Flavor Tagging with Deep Neural Networks at Belle II - Jochen Gemmler (KIT/IEKP)   (222/R-001)
11:55 AM Inclusive tagging of B-flavour at LHCb [Vidyo] - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU))   (222/R-001)
12:20 PM Quark/gluon jet discrimination: a reproducible analysis using R - Dr Andrew Lowe (Hungarian Academy of Sciences (HU))   (222/R-001)
9:00 AM
Identification and Tagging Mini-Workshop - Steven Randolph Schramm (Universite de Geneve (CH)) Sergei Gleyzer (University of Florida (US)) (until 1:00 PM) (222/R-001)
9:00 AM Session introduction   (222/R-001)
9:05 AM Identification of Hadronically Decaying W Bosons and Top Quarks Using High-Level Features as Input to Boosted Decision Trees and Deep Neural Networks in ATLAS at 13 TeV - Ece Akilli (Universite de Geneve (CH))   (222/R-001)
9:45 AM Deep-learning Top Taggers or The End of QCD? - Gregor Kasieczka (Eidgenoessische Technische Hochschule Zuerich (CH))   (222/R-001)
10:10 AM Top tagging with deep neural networks [Vidyo] - Jannicke Pearkes (University of British Columbia (CA))   (222/R-001)
10:35 AM Decorrelated Jet Substructure Tagging using Adversarial Neural Networks - Chase Owen Shimmin (Yale University (US))   (222/R-001)
11:00 AM --- Coffee break ---
11:30 AM Deep Convolutional Networks for Event Reconstruction and Particle Tagging on NOvA and DUNE - Fernanda Psihas (Indiana University)   (222/R-001)
12:10 PM Application of Generative Adversarial Networks (GANs) to jet images - Michela Paganini (Yale University (US))   (222/R-001)
12:35 PM Using Boosted Decision Trees to look for displaced Jets in the ATLAS Calorimeter - Gordon Watts (University of Washington (US))   (222/R-001)
PM
1:00 PM --- Lunch ---
2:00 PM
Machine Learning Software and Tools - Sergei Gleyzer (University of Florida (US)) Lorenzo Moneta (CERN) (until 6:30 PM) (222/R-001)
2:00 PM Introduction to the session, CWP - Sergei Gleyzer (University of Florida (US))   (222/R-001)
2:15 PM CWP discussion part 1   (222/R-001)
4:00 PM --- Coffee break ---
4:30 PM CWP discussion part 2   (222/R-001)
7:00 PM
Reception (until 9:00 PM) (Restaurant 1)
1:00 PM --- Lunch ---
2:00 PM
ML Tutorials - Lorenzo Moneta (CERN) (until 4:00 PM) (222/R-001)
2:00 PM Tutorial 1: TMVA - Lorenzo Moneta (CERN) Sergei Gleyzer (University of Florida (US))   (222/R-001)
3:00 PM Tutorial 2: Scikit-learn - Gilles Louppe (New York University (US))   (222/R-001)
4:00 PM --- Coffee break ---
4:30 PM
Identification and Tagging Mini-Workshop - Paul Seyfert (Universita & INFN, Milano-Bicocca (IT)) Michele Floris (CERN) (until 8:00 PM) (222/R-001)
1:00 PM --- Lunch ---
2:00 PM
ML Tutorials - Lorenzo Moneta (CERN) (until 4:00 PM) (222/R-001)
2:00 PM Tutorial 3: Keras and TMVA interfaces - Stefan Wunsch (KIT - Karlsruhe Institute of Technology (DE))   (222/R-001)
3:00 PM Tutorial 4: R - Andrew Lowe (Hungarian Academy of Sciences (HU))   (222/R-001)
4:00 PM --- Coffee break ---
4:30 PM
Closing Session - Michele Floris (CERN) Paul Seyfert (Universita & INFN, Milano-Bicocca (IT)) (until 6:30 PM) (222/R-001)
4:30 PM HEP.TrkX [Vidyo] - Dustin James Anderson (California Institute of Technology (US))   (222/R-001)
5:05 PM Object identification with deep learning using Intel DAAL on Knights Landing processor [Vidyo] - David Nonso Ojika (University of Florida (US))   (222/R-001)
5:30 PM Close-out - Steven Randolph Schramm (Universite de Geneve (CH))   (222/R-001)