An IRIS-HEP Blueprint Workshop

Fast Machine Learning

US/Central
1 West (Fermi National Accelerator Laboratory)

1 West

Fermi National Accelerator Laboratory

Mark Neubauer (Univ. Illinois at Urbana Champaign (US)), Nhan Viet Tran (Fermi National Accelerator Lab. (US)), Philip Coleman Harris (Massachusetts Inst. of Technology (US)), Sergo Jindariani (Fermi National Accelerator Lab. (US)), Shih-Chieh Hsu (University of Washington Seattle (US))
Description

We are pleased to announce a four-day event “Fast Machine Learning", which will be hosted at the Fermilab LPC from September 10 to 13.  The first two days (Sept 10-11) are dedicated to a Blueprint Meeting of the Institute for Research and Innovation in Software (IRIS-HEP). The Blueprint meetings are used to inform the development and evolution of the IRIS-HEP strategic vision, including invited speakers from domain science (HEP and beyond), computer science and industry. The second two days (Sept 12-13) are more of an open “developer bootcamp” format with code tutorials and demonstrations.

Machine learning (ML) is rapidly becoming the major tool to analyze complex datasets over many different disciplines, including high-energy physics. Following the rapid rise of ML through deep learning algorithms, a re-investigation of processing technologies and strategies to accelerate deep learning and inference is well underway. This workshop is aimed at current and emerging methods and scientific applications for deep learning and inference acceleration, including ultrafast on-detector inference and real-time systems, acceleration as-a-service, hardware platforms, coprocessor technologies (CPU/GPU/TPU/FPGAs), distributed learning, and hyper-parameter optimization.

Format
Sept 10-11, IRIS-HEP blueprint meeting: open workshop and talks
Sept 12-13,  developer bootcamp: tutorials, development, office hours

Organizing Committee
Phil Harris (MIT)
Burt Holzman (Fermilab)
Shih-Chieh Hsu (U. Washington)
Sergo Jindariani (Fermilab)
Maurizio Pierini (CERN)
Mark Neubauer (U. Illinois Urbana-Champaign)
Nhan Tran (Fermilab)

Local Organizing Committee
Gabriele Benelli (Brown U.)
Javier Duarte (Fermilab)
Lindsey Gray (Fermilab)
Mia Liu (Fermilab)
Kevin Pedro (Fermilab)
Alexx Perloff (CU Boulder)
Zhenbin Wu (U. Illinois Chicago)

LPC Event Committee
Gabriele Benelli (Brown U.) (Co-Chair)
Kevin Pedro (Fermilab) (Co-Chair)
Zhenbin Wu (UIC)

LPC Coordinators
Cecilia Gerber (UIC)
Sergo Jindariani (Fermilab)

Support

Support for this event is being provided by National Science Foundation Cooperative Agreement OAC-1836650 (IRIS-HEP, Institute for Research and Innovation in Software for High Energy Physics), Fermi National Accelerator Laboratory, the LHC Physics Center and Internet2.

 

Participants
  • Aaron Saxton
  • Abdollah Mohammadi
  • Abhirami Harilal
  • Akanksha Ahuja
  • Akshay Srinivasan
  • Alejandro Ramírez Delgado
  • Alexander Himmel
  • Alexander Kish
  • Alexx Perloff
  • Aloke Kumar Das
  • Amandeep Kaur
  • Amartya Hatua
  • Andreas Moshovos
  • Andres F Alba Hernandez
  • Andres Felipe Quintero Parra
  • Andrew Putnam
  • Angel Rosado Trinidad
  • Anirudh Krovi
  • Antoni Aduszkiewicz
  • Antoni Shtipliyski
  • Antonio Boveia
  • Anushree Ghosh
  • Aron Soha
  • Arun Kumar
  • Benjamin Tovar
  • Brian Nord
  • Brian Schupbach
  • Brij Kishor Jashal
  • Bryan Caraway
  • Burt Holzman
  • Cadin Connor
  • Caleb James Smith
  • Chang-Seong Moon
  • Chao Jiang
  • Charles Roques-Carmes
  • Christian Herwig
  • Christian Poveda
  • Christina Wang
  • Christopher Madrid
  • Claire Savard
  • Daniel Noonan
  • David Miller
  • David Yu
  • Dayane Oliveira Goncalves
  • Debottam Bakshi Gupta
  • Duc Hoang
  • Duong Hai Nguyen
  • Dylan Sheldon Rankin
  • EJ Kreinar
  • Elvira Víctor Daniel
  • Emily Ann Smith
  • Emmanouil Vourliotis
  • FARAH FAHIM
  • Fukun Tang
  • Gabriel Perdue
  • Gabriele Benelli
  • Gage DeZoort
  • Geetanjali Chaudhary
  • Georgia Karagiorgi
  • Giuseppe Di Guglielmo
  • Gleb Lukicov
  • Gordon Watts
  • Grant Nikseresht
  • Hang Su
  • Haoran Zhao
  • Henry Fredrick Schreiner
  • Hichem Bouchamaoui
  • Hok-Chuen "Tom" Cheng
  • Hokyeong Nam
  • Huilin Qu
  • Ilija Vukotic
  • Irene Dutta
  • Isobel Ojalvo
  • Jahred Adelman
  • James Dolen
  • James Joseph Buchanan
  • Jamie Sunderland
  • Jan Offermann
  • Jason St. John
  • Jason Vidmar
  • Javier Mauricio Duarte
  • Jean-Roch Vlimant
  • Jeffrey Krupa
  • Jennifer Hobbs
  • Jennifer Ngadiuba
  • Jia Fu Low
  • Jiajing Mao
  • Jieun Hong
  • Jieun Yoo
  • John Charles Hakala
  • Jongho Lee
  • Josh Isaacson
  • Joshua Agar
  • Joshua Zhao
  • Ka Hei Martin Kwok
  • Kai Yi
  • Kalin Ovtcharov
  • Karl Warburton
  • Karri Folan Di Petrillo
  • Katsuya Yonehara
  • Kevin Kai Hong Sung
  • Kevin Pedro
  • Kiyomi Seiya
  • Kyle Hazelwood
  • Lin Yao
  • Lorena Lobato
  • Luca Federici
  • Luciano Manhaes De Andrade Filho
  • Luciano Ristori
  • Lukas On Arnold
  • Manuel Blanco Valentin
  • Marguerite Belt Tonjes
  • Maria Acosta Flechas
  • Maria Mazza
  • Maria Roberta Devesa
  • Mariam Kiran
  • Marian Zvada
  • Mariarosaria D'Alfonso
  • Mark Neubauer
  • Markus Julian Atkinson
  • Marvin Ascencio Sosa
  • Mateus Faria
  • Matteo Cremonesi
  • Maurizio Pierini
  • Maxwell Herrmann
  • Meghna Bhattacharya
  • Miaoyuan Liu
  • Michael Stec
  • Michelle Ibrahim
  • Mohd Meraj Hussain
  • Nabin Poudyal
  • Naif Tarafdar
  • Nathaniel Odell
  • Nhan Tran
  • Nick Smith
  • Oliver Gutsche
  • Oliver Knodel
  • Orgho Neogi
  • Pantelis Kontaxakis
  • Paolo Calafiura
  • Pengfei Ding
  • Peter Elmer
  • Philip Coleman Harris
  • Pradeep Jasal
  • Pratyush Das
  • Reddy Pratap Gandrajula
  • Rishabh Uniyal
  • Robert William Gardner Jr
  • Rui An
  • Ryan Murphy
  • Ryan Rivera
  • Sadia Khalil
  • Sakyasingha Dasgupta
  • Sandeep Kaur
  • Sang Eon Park
  • Saptaparna Bhattacharya
  • Savannah Jennifer Thais
  • Scott Hauck
  • Sean Condon
  • Seda Memik
  • Sergo Jindariani
  • Shamik Ghosh
  • Sharad Agarwal
  • Sheena Nanampattu Mohammed Noorudhin
  • Shih-Chieh Hsu
  • Siddhartha Joshi
  • Sioni Paris Summers
  • Sitong An
  • Skipper Kagamaster
  • Sophie Middleton
  • Stefan E. Mueller
  • Stefano Vergani
  • Sven Dildick
  • Sze Ching Fung
  • Tanvi Wamorkar
  • Ted Way
  • Thamires Bengaly Pereira
  • Tiago Quirino
  • Tom Lou
  • Tongguang Cheng
  • Tri Nguyen
  • Tyler Burch
  • Usama Hussain
  • Victor Araujo Ferraz
  • Vidas Raudonis
  • Vladimir Loncar
  • Walter Hopkins
  • william pellico
  • Yeon-jae Jwa
  • Yeongdeok Seo
  • yingjie zhou
  • Yingyi Luo
  • Zhenbin Wu
  • Zhuyun Xiao
  • Ziheng Chen