ICALEPCS 2019: 1st Data Science and Machine Learning Workshop

Sunday 6 October 2019 - 08:30
Marriott at The Brooklyn Bridge

        : Sessions
    /     : Talks
        : Breaks
6 Oct 2019
AM
08:30 Welcome - Marco Lonza (Elettra Sincrotrone Trieste) Manuel Gonzalez Berges (CERN)  
08:35 Workshop Introduction - Marco Lonza (Elettra Sincrotrone Trieste) Manuel Gonzalez Berges (CERN)  
08:45 Machine Learning Introduction - Alfredo Canziani (New York University (NYU))  
09:15 Tutorial: Classification and Regression with Neural Networks - Alfredo Canziani (New York University (NYU))  
10:00
Coffee (until 10:30)
10:30 Unsupervised Learning - Alfredo Canziani (New York University (NYU))  
11:00 Tutorial: Reinforcement Learning - Gianluca Valentino (University of Malta (MT))  
PM
12:15
Lunch (until 13:30)
13:30
Contributions 1 (until 15:30)
13:30 Harnessing data science for the control of systems - Sandra Biedron (Element Aero and University of New Mexico)  
13:55 Adaptive Machine Learning for Particle Accelerators - alex scheinker  
14:10 Surrogate Modelling - Andreas Adelmann  
14:25 A Brief Overview of Machine Learning at Jefferson Lab - Dr Chris Tennant (Jefferson Laboratory)  
14:40 New Techniques for Operational Control and Performance Optimization at the Light Source BESSY II - Luis Vera Ramirez (Helmholtz-Zentrum Berlin)  
14:55 CTLearn: Deep Learning for Gamma-ray Astronomy - Qi Feng (Barnard College)  
15:10 Applications of optimiser and ML algorithms at CERN by the beam transfer, machine operators and IT compute & monitoring groups - Pieter Van Trappen (CERN)  
15:30
Coffee (until 16:00)
16:00
Contributions 2 (until 17:00)
16:00 Machine Learning for Automatic LHC Collimator Alignment - Gabriella Azzopardi (University of Malta (MT))  
16:15 Reinforcement Learning for FEL performance optimization - Niky Bruchon (University of Trieste)  
16:30 Machine Learning Based Reconfiguration of the BNL ATR Line - Dr Jonathan Edelen (RadiaSoft LLC)  
16:45 Machine Learning for High Energy Photon Source (HEPS) - Paul Chu (Institute of High Energy Physics, Chinese Academy of Science)  
17:00
Wrap-up (until 17:15)