DS@HEP 2017

Name: DS@HEP 2017
Start: 2017-05-08T08:00:00-05:00
End: 2017-05-12T18:00:00-05:00
Location: Fermi National Accelerator Laboratory

8 May 2017, 08:00 → 12 May 2017, 18:00 US/Central

Fermi National Accelerator Laboratory

Alexander Himmel (FNAL), Amir Farbin, Cecile Germain, Jean-Roch Vlimant (Caltech), Jim (co-chair) Kowalkowski (Fermilab), Maria (ex officio) Spiropulu (Caltech), Maurizio (co-chair) Pierini (CERN), Michael Kagan (SLAC), Micheal Williams (MIT), Mikael Kuusela (University of Chicago), Yisong Yue (Caltech)

Description

DSHEP@FNAL is the third in a series of workshops dedicated to Data Science in High Energy Physics. The workshop brings together computer scientists, data scientists, and physicists to explore cutting edge solutions to large-scale computational problems across HEP. We will look further into machine learning and big data solutions to problems in data analysis, pattern recognition, and model inference. Video connection information: Name: DS_HEP Description: DS@HEP vidyo conference Extension: 10638125 Join video using https://vidyoportal.cern.ch/join/UKpAEhLHAJ Phone numbers: http://information-technology.web.cern.ch/services/fe/howto/users-join-vidyo-meeting-phone

Participants

Adam Aurisano
Adam Lyon
Adithya Kuchibhotla
Adrian Pol
Adrian Pol
Alexander Radovic
Alexandre Sousa
Alexx Perloff
Amir Farbin
Andrew Whitbeck
Anthony Tiradani
Aristeidis Tsaris
Ashley Back
Auralee Edelen
Benjamin Hooberman
Benjamin Nachman
Brian Nord
Caterina Vernieri
Catherine Schuman
Cecile Germain
Chris Green
Cilicia Uzziel Perez
Corey Adams
Cristina Schlesier
Daniel Cherdack
Daniel Ratner
daniela bortoletto
David Miller
Devin Taylor
Dustin Anderson
Elizabeth Sexton-Kennedy
Erica Smith
Erika Catano Mur
Evan Niner
Fedor Ratnikov
Fernanda Psihas
Francesco Rubbo
Frank Golf
Gabriel Perdue
Gilles Louppe
Giuseppe Cerati
Heng-Ye Liao
Hongxuan Liu
Ian Fisk
Ilija Vukotic
IRVING DANIEL SANDOVAL
Jake Anderson
Jamal Rorie
james simone
James Stapleton
Jason St. John
Javier Duarte
Jean-Roch Vlimant
Jenny Holzbauer
Jessica Esquivel
Jim Kowalkowski
Jim Pivarski
Joakim Olsson
Joseph Lykken
Josh Bendavid
Julie Hogan
Justas Balcas
Justin Vasel
Kai Yi
Katherine Woodruff
KAZUHIRO TERAO
Kenichi Hatakeyama
Kenneth Herner
Kevin Pedro
Kyle Cranmer
Kyunghyun Cho
Leo Michelotti
Lindsey Gray
Lisa Goodenough
Lothar Bauerdick
Louis Antonelli
Louise Heelan
Maciej Wielgosz
Marc Paterno
Marc Weinberg
Maria Girone
Maria Spiropulu
Markus Stoye
Matt Zhang
Matteo Cremonesi
Maurizio Pierini
Michael Andrews
Michael Betancourt
Michael Kagan
Michael Kirby
Michael Sokoloff
Michela Paganini
Mikael Kuusela
Miranda Champion
Nam Tran
Nathaniel Odell
Nathaniel Pastika
Nick Amin
OTMAN CHARAF
Paolo Calafiura
Parag Mhashilkar
Peter Nugent
Petr Bour
Pietro Perona
Prasanna Balaprakash
Pushpalatha Bhat
Qiming Lu
Raghav Kunnawalkam Elayavalli
Ranjan Dharmapalan
Reza Zadeh
Richie Jacobovits
Robert Gardner
Robert Illingworth
Ryan Murphy
Ryan Reece
Saba Sehrish
Scarlet Norberg
Sean-Jiun Wang
Sergei Gleyzer
Sezen Sekmen
Shiqi Yu
Sofia Vallecorsa
Soo Ryu
Stefan Wager
Stephen Mrenna
Steven Farrell
Sudeshna Ganguly
Sudhir Malik
Taylor Childers
Thomas Junk
Valdas Rapsevicius
Victoria Stodden
Viktor Khristenko
Wesley Gohn
Will Turner
William Foreman
William M. Briggs
Wouter Van De Pontseele
Xuan Chen
Yan Duan
Zhenbin Wu

Support

conferences@fnal.gov

Monday, 8 May
- 09:00 → 09:30
  Welcome
  - 09:00
    
    Welcome to Fermilab 15m
    
    Speaker: Dr Joseph Lykken (Fermilab)
    
    Slides
  - 09:15
    
    Introduction to the workshop 15m
    
    Speaker: Prof. Maria Spiropulu (Caltech)
    
    Slides
- 09:30 → 10:15
  DS Techniques and HEP Applications: Computer vision I
  - 09:30
    
    Review talk on Computer vision 45m
    
    Speaker: Pietro Perona (California Institute of Technology)
    
    Slides
- 10:15 → 10:35
  
  Coffee Break 20m
- 10:35 → 11:50
  DS Techniques and HEP Applications: Computer vision II
  - 10:35
    
    Jet Image 25m
    
    Speakers: Ben Nachman, Benjamin Nachman (LBNL)
    
    Slides
  - 11:00
    
    jet b-tagging with ConvNN 25m
    
    Speaker: Markus Stoye
    
    Slides
  - 11:25
    
    Convolutional NNs for neutrino experiments 25m
    
    Speaker: Dr Alexander Radovic (College of William and Mary)
    
    Slides
- 11:50 → 12:35
  
  Necessary Changes in the Philosophy and Practice of Probability & Statistics 45m
  
  Speakers: William Briggs (Cornell University), William Briggs
  
  Slides
- 12:35 → 13:30
  
  Lunch Break 55m
- 14:00 → 14:45
  DS Techniques and HEP Applications: Computer Vision III
  - 14:00
    
    Convolutional NNs for tracking 22m
    
    Speaker: Farrell Steve (LBNL)
    
    Slides
  - 14:22
    
    Image Calorimetry: status and challenges 22m
    
    Speaker: Josh Bendavid (MIT)
    
    Slides
- 14:45 → 15:05
  
  IBM Minsky 20m
  
  Speaker: Mr Ken Halbrecht (IBM reseller)
  
  Slides
- 15:05 → 16:10
  Introduction to Hands-on sessions
  - 15:05
    
    Imaging detector datasets 25m
    
    Speaker: Dr Amir Farbin (University of Texas at Arlington)
    
    Slides
  - 15:30
    
    Jet dataset 20m
    
    Speaker: Javier Duarte (Fermilab)
    
    Minutes
    
    Slides
  - 15:50
    
    Tracking dataset 20m
    
    Speakers: Jean-Roch Vlimant, Dr Jean-Roch vlimant (California Institute of Technology)
    
    Minutes
    
    Slides
- 16:10 → 16:45
  
  Coffee Break 35m
- 16:45 → 18:15
  
  Hands-on session I: Imaging Detector datasets
- 16:45 → 18:15
  
  Hands-on session II: Jets
- 16:45 → 18:15
  
  Hands-on session III: Tracking with Machine Learning
- 18:30 → 20:30
  
  Reception 2h WH Atrium
  
  WH Atrium
  
  Fermi National Accelerator Laboratory
  
  Evening reception
Tuesday, 9 May
- 09:00 → 10:35
  DS Techniques and HEP Applications: Sequential/Recursive Learning
  - 09:00
    
    Review talk on Sequential/Recursive Learning 45m
    
    Speaker: Kyunghyun Cho (New York University)
    
    Slides
  - 09:45
    
    Jet b-tagging with RNNs 25m
    
    Speaker: Dan Guest
    
    Slides
  - 10:10
    
    Topology classifier with LSTM 25m
    
    Speakers: Jean-Roch Vlimant (Caltech), Dr Jean-Roch vlimant (California Institute of Technology)
    
    Slides
- 10:35 → 10:55
  
  Coffe Break 20m
- 10:55 → 11:25
  
  Use of advanced ML techniques in operations and data analysis at LHCb 30m
  
  Speaker: Prof. Michael Sokoloff (University of Cincinnati)
  
  Slides
- 11:25 → 12:00
  
  Uncertainty quantification for machine learning 35m
  
  Speaker: Stefan Wager (Columbia University)
  
  Slides
- 12:00 → 12:35
  
  The blackness of the ML box 35m
  
  Speakers: Matthew Krafczyk, Victoria Stodden
  
  animation
  
  Slides
- 12:35 → 13:30
  
  Lunch Break 55m
- 13:30 → 15:40
  DS Techniques and HEP Applications: Anomaly/Outlier Detection
  - 13:30
    
    Review on Anomaly/Outlier detection 35m
    
    Speaker: Cecile Germain (Université Paris-Sud)
    
    Slides
  - 14:05
    
    Monitoring the LHC magnets 23m
    
    Speaker: Maciej Wielgosz (AGH University of Science and Technology, Kraków)
    
    Slides
  - 14:28
    
    Good Data Certification at the LHC 23m
    
    Speaker: Fedor Ratnikov
    
    Slides
  - 14:51
    
    Machine learning to control an X-ray laser 23m
    
    Speaker: Daniel Ratner (SLAC)
    
    Slides
  - 15:14
    
    Online DQM with Machine Learning 23m
    
    Speaker: Pol Adrian (Université Paris-Sud and CERN)
    
    Slides
- 15:40 → 16:00
  
  Transfer to Wilson Hall 20m
- 16:00 → 17:00
  
  FNAL Colloquium 1h
  
  Speaker: Zadeh Reza (Stanford & Matroid)
- 17:00 → 18:00
  
  Roundtable on uncertainty in machine learning 1h Directors’ Conference Room on 2E
  
  Directors’ Conference Room on 2E
  
  Fermi National Accelerator Laboratory
Wednesday, 10 May
- 09:00 → 10:35
  DS Techniques and HEP Applications: Adversarial Networks I
  - 09:00
    
    Review of Adversarial Networks 45m
    
    Speaker: Prasanna Balaprakash
    
    Slides
  - 09:45
    
    GANs for Jets 25m
    
    Speakers: Ms Michela Paganini (Yale), Michela Paganini (Yale University)
    
    Slides
  - 10:10
    
    GANs for simulation 25m
    
    Speaker: Sofia Vallecorsa (Gangneung-Wonju National University, Korea & CERN)
    
    Slides
- 10:35 → 11:00
  
  Coffee Break 25m
- 11:00 → 11:50
  DS Techniques and HEP Applications: Adversarial Networks II
  - 11:00
    
    Systematics mitigation 25m
    
    Speaker: Gilles Louppe (New York University)
    
    Slides
  - 11:25
    
    Training neural networks on data 25m
    
    Speakers: Francesco Rubbo (SLAC National Accelerator Laboratory), Mr Francesco Rubbo (Università degli Studi di Torino)
    
    Slides
- 11:50 → 12:20
  
  Recursive jets 30m
  
  Speaker: Kyle Cranmer (NYU)
  
  Slides
- 12:20 → 13:25
  
  Lunch Break 1h 5m
- 13:25 → 14:05
  
  The power of DRL and Latest Advancements in Learning Systems 40m
  
  Speaker: Rocky Duan
  
  Slides
- 14:05 → 14:45
  
  Programming Neuromorphic Computing Systems 40m
  
  Speaker: Catherine Schuman (Oak Ridge National Laboratory)
  
  Slides
- 14:45 → 16:00
  
  Hands-on session I: Imaging Detector datasets
- 14:45 → 16:00
  
  Hands-on session II: Jets
- 14:45 → 16:00
  
  Hands-on session III: Tracking with Machine Learning
- 16:00 → 16:30
  
  Coffee Break 30m
- 16:30 → 18:00
  
  Hands-on session I: Imaging Detector datasets
- 16:30 → 18:00
  Hands-on session II: Jets
  - 16:30
    
    Coffee Break 30m
- 16:30 → 18:00
  
  Hands-on session III: Tracking with Machine Learning
Thursday, 11 May
- 09:00 → 10:25
  DS Techniques and HEP Applications: Computing Infrastructure I
  - 09:00
    
    Infrastructure for Large Scale HEP data analysis 25m
    
    Speaker: Matteo Cremonesi (FNAL)
    
    Slides
  - 09:25
    
    A path toward HEP data analysis using high performance computing 25m
    
    Speaker: Saba Sehrish (Fermilab)
    
    Slides
  - 09:50
    
    Large-scale network training with MPI 25m
    
    Speaker: Dustin Anderson (California Institute of Technology)
    
    Slides
- 10:25 → 10:55
  
  Coffee Break 30m
- 10:55 → 11:50
  DS Techniques and HEP Applications: Computing Infrastructure II
  - 10:55
    
    Data plumbing: moving data across frameworks 25m
    
    Speaker: Dr Jim Pivarski (Fermilab)
    
    Slides
  - 11:20
    
    CERN OpenLab: Machine Learning, HEP, and Industry 25m
    
    Speaker: Maria Girone (CERN)
    
    Slides
- 11:50 → 12:35
  
  The Berkeley Institute for Data Science 45m
  
  Speaker: Peter Nugent
  
  Slides
- 12:35 → 13:30
  
  Lunch Break 55m
- 13:30 → 14:05
  
  Large scale Bayesian computations 35m
  
  Speaker: Michael Betancourt (Columbia University)
  
  Slides
- 14:05 → 14:40
  
  AI/Deep Learning applications in Industry 35m
  
  Speaker: Kathy Copic
  
  Slides
- 14:40 → 16:00
  
  Hands-on session I: Imaging Detector datasets
- 14:40 → 16:00
  
  Hands-on session II: Jets
- 14:40 → 16:00
  
  Hands-on session III: Tracking with Machine Learning
- 16:00 → 16:30
  
  Coffee Break 30m
- 16:30 → 18:00
  
  Hands-on session I: Imaging Detector datasets
- 16:30 → 18:00
  
  Hands-on session II: Jets
- 16:30 → 18:00
  
  Hands-on session III: Tracking with Machine Learning
Friday, 12 May
- 09:00 → 09:30
  
  Summary of Hands-on Session II: Jets 30m
  
  Speaker: Mr Alexx Perloff (Texas A&M University)
  
  Slides
- 09:30 → 10:00
  
  Summary of Hands-on Session III: Tracking with Machine Learning 30m
  
  Speaker: Jamie Antonelli
  
  Slides
- 10:00 → 10:30
  
  Summary of Hands-on Session I: Imaging Detector datasets 30m
  
  Speaker: Dr Gabriel Perdue (Fermilab)
  
  Slides
- 10:30 → 11:00
  
  Coffee Break 30m
- 11:00 → 11:25
  
  Community Efforts in Machine Learning 25m
  
  Speaker: Ms Fernanda Psihas (Indiana University)
  
  Slides
- 11:25 → 11:30
  
  Introduction to CWP discussion 5m
  
  Speaker: Sergei Gleyzer (University of Florida)
  
  Slides
- 11:30 → 12:30
  
  Summary & outlook: planning work in view of DS@HEP2018 1h
  
  Speaker: Dr Amir Farbin (University of Texas at Arlington)
  
  Slides
- 13:30 → 16:00
  Discussion on Community White Paper Big Room in Building 327
  
  Big Room in Building 327
  
  Fermi National Accelerator Laboratory
  
  Convener: Sergei Gleyzer
  - 13:30
    Introduction to CWP-ML 15m
    
    Speaker: Sergei Gleyzer (University of Florida)
    
    Slides
    
    CWP-ML.pptx
    
    https://docs.google.com/document/d/1o9S0XE4ly4-LZh9y96DG-U7HH61m2cHboV6xSt1tI0g/edit#heading=h.6ec3dqy1afkb
    
    https://indico.cern.ch/event/624743/
    
    https://indico.cern.ch/event/639125/
    
    https://indico.cern.ch/event/639130/
    
    https://indico.cern.ch/event/639131/
    
    https://indico.cern.ch/event/639277/
  - 13:45
    
    Group breakout editing session I 1h
  - 14:45
    
    Break 20m
  - 15:05
    
    Group breakout editing session II 55m

DS@HEP 2017

Fermi National Accelerator Laboratory

WH Atrium

Fermi National Accelerator Laboratory

Directors’ Conference Room on 2E

Fermi National Accelerator Laboratory

Big Room in Building 327

Fermi National Accelerator Laboratory