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09:00
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Opening Session
-Dr
Sergei Gleyzer
(University of Florida (US))
Steven Randolph Schramm
(Universite de Geneve (CH))
(until 13:00)
(500/1-001 - Main Auditorium)
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09:00
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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))
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09:30
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Introduction to the Industry Session on ML
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09:50
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Nvidia and ML
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Piero Altoe
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10:15
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Yandex and ML
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Andrey Ustyuzhanin
(Yandex School of Data Analysis (RU))
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10:39
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Announcements
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10:45
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--- Coffee break ---
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11:15
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Intel and ML
-
Hans Pabst
(Intel Corp.)
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11:40
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IBM and ML
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Graham Mackintosh
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12:05
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Industry-HEP panel on Machine Learning
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09:00
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Identification and Tagging Mini-Workshop
-
Paul Seyfert
(Universita & INFN, Milano-Bicocca (IT))
Michele Floris
(CERN)
(until 13:00)
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09:00
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Session introduction
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09:05
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Jet reconstruction and heavy jet tagging at LHCb
-
Lorenzo Sestini
(Universita e INFN, Padova (IT))
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09:45
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Identification of Jets Containing b-Hadrons with Recurrent Neural Networks at the ATLAS Experiment
-
Daniel Hay Guest
(University of California Irvine (US))
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10:10
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Exploring neural networks to improve b-jet tagging with the ALICE detector
-
Rudiger Haake
(CERN)
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10:35
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DeepFlavour in CMS
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Markus Stoye
(CERN)
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11:00
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--- Coffee break ---
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11:30
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Flavor Tagging with Deep Neural Networks at Belle II
-
Jochen Gemmler
(KIT/IEKP)
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11:55
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Inclusive tagging of B-flavour at LHCb [Vidyo]
-
Aleksei Rogozhnikov
(Yandex School of Data Analysis (RU))
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12:20
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Quark/gluon jet discrimination: a reproducible analysis using R
- Dr
Andrew Lowe
(Hungarian Academy of Sciences (HU))
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09:00
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Identification and Tagging Mini-Workshop
-
Steven Randolph Schramm
(Universite de Geneve (CH))
Sergei Gleyzer
(University of Florida (US))
(until 13:00)
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09:00
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Session introduction
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09:05
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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
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Ece Akilli
(Universite de Geneve (CH))
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09:45
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Deep-learning Top Taggers or The End of QCD?
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Gregor Kasieczka
(Eidgenoessische Technische Hochschule Zuerich (CH))
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10:10
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Top tagging with deep neural networks [Vidyo]
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Jannicke Pearkes
(University of British Columbia (CA))
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10:35
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Decorrelated Jet Substructure Tagging using Adversarial Neural Networks
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Chase Owen Shimmin
(Yale University (US))
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11:00
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--- Coffee break ---
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11:30
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Deep Convolutional Networks for Event Reconstruction and Particle Tagging on NOvA and DUNE
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Fernanda Psihas
(Indiana University)
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12:10
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Application of Generative Adversarial Networks (GANs) to jet images
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Michela Paganini
(Yale University (US))
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12:35
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Using Boosted Decision Trees to look for displaced Jets in the ATLAS Calorimeter
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Gordon Watts
(University of Washington (US))
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13:00
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--- Lunch ---
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14:00
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Machine Learning Software and Tools
-
Sergei Gleyzer
(University of Florida (US))
Lorenzo Moneta
(CERN)
(until 18:30)
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14:00
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Introduction to the session, CWP
-
Sergei Gleyzer
(University of Florida (US))
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14:15
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CWP discussion part 1
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16:00
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--- Coffee break ---
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16:30
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CWP discussion part 2
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19:00
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Reception
(until 21:00)
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13:00
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--- Lunch ---
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14:00
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ML Tutorials
-
Lorenzo Moneta
(CERN)
(until 16:00)
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14:00
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Tutorial 1: TMVA
-
Lorenzo Moneta
(CERN)
Sergei Gleyzer
(University of Florida (US))
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15:00
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Tutorial 2: Scikit-learn
-
Gilles Louppe
(New York University (US))
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16:00
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--- Coffee break ---
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16:30
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Identification and Tagging Mini-Workshop
-
Paul Seyfert
(Universita & INFN, Milano-Bicocca (IT))
Michele Floris
(CERN)
(until 20:00)
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13:00
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--- Lunch ---
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14:00
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ML Tutorials
-
Lorenzo Moneta
(CERN)
(until 16:00)
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14:00
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Tutorial 3: Keras and TMVA interfaces
-
Stefan Wunsch
(KIT - Karlsruhe Institute of Technology (DE))
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15:00
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Tutorial 4: R
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Andrew Lowe
(Hungarian Academy of Sciences (HU))
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16:00
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--- Coffee break ---
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16:30
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Closing Session
-
Michele Floris
(CERN)
Paul Seyfert
(Universita & INFN, Milano-Bicocca (IT))
(until 18:30)
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16:30
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HEP.TrkX [Vidyo]
-
Dustin James Anderson
(California Institute of Technology (US))
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17:05
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Object identification with deep learning using Intel DAAL on Knights Landing processor [Vidyo]
-
David Nonso Ojika
(University of Florida (US))
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17:30
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Close-out
-
Steven Randolph Schramm
(Universite de Geneve (CH))
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