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Machine Learning for High Energy Physics - a mini course

Europe/Zurich
Y15-G-60 (University of Zurich, Campus Irchel)

Y15-G-60

University of Zurich, Campus Irchel

Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
Gregor Kasieczka (Hamburg University (DE)), Thea Aarrestad (Universitaet Zuerich (CH))
Description

Registration is now closed!

This is a two day beginner course on machine learning for high energy physics given by Jun.-Prof. Dr.Gregor Kasieczka (Universität Hamburg), and will cover topics like

  • Basics of neural networks and training
  • Convolutional Networks
  • Recurrent architectures
  • Combining Physics and Deep Learning
  • Systematic Uncertainties
  • Learning from Data
  • Generative Networks
  • Understanding network decisions
  • Hands-on exercises

The course is free of charge and consists of three lecture blocks open for a larger audience, as well as a hands-on session. 

You will learn how to use tools like Keras and TensorFlow, and the hands-on session includes designing your own deep neural network (both simple as well as more complex architectures) and training it on a cloud GPU.

This course is targeted for PhD students and Postdocs, but others will be allowed to participate if there are available places. Privilege is given to physics students from UZH and ETH.

The lectures and hands-on session will take place at the UZH Irchel Campus.

On both evenings we will have invited talks given by experts in the field:

Deep learning and future challenges at HL-LHC
Jennifer Ngadiuba (CERN)

Scaling up TensorFlow on Accelerators
Marvin Ritter (Google AI)

Local organizers:

  • Thea Aarrestad (UZH)
  • Ben Kilminster (UZH)
  • Florencia Canelli (UZH)

 

Registration
Registration form for ML for HEP
Participants
  • Abhijit Mathad
  • Adam Brown
  • Adelina Lintuluoto
  • Albert Puig Navarro
  • Alberto Bragagnolo
  • Alberto Zucchetta
  • Alejandro Gomez Espinosa
  • Alessandro Calandri
  • Alessandro Manfredini
  • Alexander Albert Skawran
  • Alison Mitchell
  • Ann-Christine Vossberg-Straw
  • Annapaola de Cosa
  • Annaritaq Buonaura
  • Anne-Mazarine Lyon
  • Arno Gadola
  • Balint Radics
  • Bhargav Madhusudan Joshi
  • Bibhuprasad Mahakud
  • Camilla Galloni
  • Carlos Abellan
  • Chloe Ransom
  • Christian Dorfer
  • Christina Reissel
  • Christophorus Grab
  • Daniel Salerno
  • Daniela Schaefer
  • Daniele Ruini
  • David Morse
  • Davide Valsecchi
  • Deborah Pinna
  • Dmitry Hits
  • Emilio Depero
  • Enrico Guiraud
  • Federica Tarsitano
  • Federico Buccioni
  • Frédéric Girard
  • Gabriel Palacino
  • Gael Touquet
  • Gianluca Janka
  • Giorgia Rauco
  • Gregor Kasieczka
  • Guillermo Jose Loustau De Linares
  • Hamed Khakzad
  • Hasib Md
  • Iaroslava Bezshyiko
  • Izaak Neutelings
  • Javier Fuentes-Martin
  • Javier Mazzitelli
  • Jean-Nicolas Lang
  • Jennifer Pollack
  • Jeong Yeon Yook
  • Jeremi Niedziela
  • Johannes Noller
  • Johannes Wüthrich
  • Jonathan Mo
  • Judit Szulagyi
  • Julie Pagès
  • Julien Wulf
  • Kai Hoffmann
  • Kaustuv Datta
  • Kevin Thieme
  • Korbinian Schweiger
  • Krunal Bipin Gedia
  • Larry Sin
  • Lars Gerchow
  • Laura Molina Bueno
  • Laura Sinkunaite
  • Leonardo Cristella
  • Leonora Vesterbacka
  • Lichen Liang
  • Luca Buonocore
  • Luca Tortorelli
  • Lucas Torterotot
  • Lukas Halter
  • Maren Tabea Meinhard
  • Maria Giulia Ratti
  • Marius Hoefer
  • Martina Fagioli
  • Martina Ferrillo
  • Matthias König
  • Michael Heiss
  • Michael Kretschmer
  • Michael Philipp Reichmann
  • Michele Atzeni
  • Mikio Sakurai
  • Miles Timpe
  • Miroslaw Marszalek
  • Mischa Knabenhans
  • Nadezda Chernyavskaya
  • Nazar Bartosik
  • Nicola Chiapolini
  • Oliver Grimm
  • Onur Çatmabacak
  • Paride Azzari
  • Patricia Sanchez-Lucas
  • Philipp Denzel
  • Rafael Souza Lima
  • René Holzreuter
  • Ricardo Wölker
  • Rina Onda
  • Roman Hiller
  • Ryoto Iwai
  • Samuel Klein
  • Sandro D'Amato
  • Sebastien Murphy
  • Sergey Shirobokov
  • Shreya Saha
  • Siew Yan Hoh
  • Silvia Taroni
  • Silvio Donato
  • Simon Buse
  • Simone Devoto
  • Sokratis Trifinopoulos
  • Stephane Cooperstein
  • Steven Juhyung Lee
  • Thea Aarrestad
  • Tomasz Kacprzak
  • Valentin Y Kuznetsov
  • Vilius Cepaitis
  • Vinzenz Stampf
  • Yanina Biondi
  • Yavar Taheri Yeganeh
  • Zhenzi Wang
  • Monday, February 4
    • 1
      Registration Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
    • 2
      Welcome Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Ben Kilminster (Universitaet Zuerich (CH))
    • 3
      Introduction Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Thea Aarrestad (Universitaet Zuerich (CH))
    • 4
      Basics of neural networks and training Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Gregor Kasieczka (Hamburg University (DE))
    • 10:45 AM
      Coffee break Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
    • 5
      Convolutional networks Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Gregor Kasieczka (Hamburg University (DE))
    • 12:15 PM
      Lunch break Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
    • 6
      Recurrent architectures Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Gregor Kasieczka (Hamburg University (DE))
    • 3:00 PM
      Break Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
    • 7
      Combining Physics and Deep Learning Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Gregor Kasieczka (Hamburg University (DE))
    • 4:30 PM
      Coffee break Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
    • 8
      Invited evening talk: Machine Learning for HL-LHC 15-G-60 (Campus Irchel)

      15-G-60

      Campus Irchel

      Speaker: Jennifer Ngadiuba (CERN)
  • Tuesday, February 5
    • 9
      Systematic Uncertainties and Learning from Data Y16-G-15 (Campus Irchel)

      Y16-G-15

      Campus Irchel

      Speaker: Gregor Kasieczka (Hamburg University (DE))
    • 10:45 AM
      Coffee break
    • 10
      Generative Networks and Understanding network decisions Y16-G-15 (Campus Irchel)

      Y16-G-15

      Campus Irchel

      Speaker: Gregor Kasieczka (Hamburg University (DE))
    • 12:00 PM
      Lunch break
    • 11
      Hands-on Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Gregor Kasieczka (Hamburg University (DE))
    • 12
      Hands-on Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Gregor Kasieczka (Hamburg University (DE))
    • 4:30 PM
      Coffee break Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
    • 13
      Scaling up TensorFlow on Accelerators Y15-G-60

      Y15-G-60

      University of Zurich, Campus Irchel

      Physik Institut, UZH Building 16/36 (entrance for both is building 36) Winterthurerstrasse 190 8057 Zurich
      Speaker: Marvin Ritter (Google AI)