CERN openlab workshop on Machine Learning and Data Analytics

Thursday 27 Apr 2017, 09:10 → 17:15 Europe/Zurich

31/3-004 - IT Amphitheatre (CERN)

During this workshop we will discuss future challenges in HEP on Data Analytics and Machine Learning with the aim of identifying potential areas of work for the next three-year phase of CERN openlab (phase VI). We will focus on requirements and needs from the HEP experiments and CERN groups.

09:30 → 09:35 Welcome and Workshop Goals

09:35 → 09:55 Anomaly Detection and Preemptive Maintenance in Industrial Control Systems

Speaker: Filippo Maria Tilaro (CERN)

CERN Machine Learning Workshop - Data Analytics for CERN control systems.April.2017.pdf

CERN Machine Learning Workshop - Data Analytics for CERN control systems.April.2017.pptx

09:55 → 10:10 Machine Learning in Data Quality Monitoring

Speaker: Virginia Azzolini (Massachusetts Inst. of Technology (US))

170427_CERNOpenlab-ML-DC_azzolini.pdf

10:10 → 10:25 Analytics for Infrastructure Optimisations

Speaker: Dirk Duellmann (CERN)

dirkd-openlab-20160417.pdf

10:25 → 10:50 Discussion and Feedback from Industry

10:50 → 11:10 Coffee break

11:10 → 11:30 Machine Learning in Simulation

Speaker: Dr Sofia Vallecorsa (Gangneung-Wonju National University (KR))

MLsimulation_GeantV.pdf

MLsimulation_GeantV.pptx

11:30 → 11:45 Machine Learning in Root

Speaker: Lorenzo Moneta (CERN)

ML_ROOT_OpenLab.pdf

11:45 → 12:25 Discussion and Feedback from Industry

12:25 → 13:30 Lunch break

13:30 → 13:50 Machine Learning and Event Classification in trigger

Speaker: Vladimir Gligorov (Centre National de la Recherche Scientifique (FR))

Trigger_CERNOpenLab_0417_v1.pdf

13:50 → 14:20 Machine Learning in Reconstruction

Speaker: Maurizio Pierini (CERN)

OpenLab_MLworkshop_May2017.pdf

14:20 → 14:40 Deep Learning In low signal/background environments

Speaker: Michele Floris (CERN)

mfloris-dl-signalextraction-openlab-20170427.pdf

14:40 → 15:15 Discussion and Feedback from industry

15:15 → 15:35 Coffee break

15:35 → 15:50 Data Analytics in Physics Data Reduction

Speaker: Oliver Gutsche (Fermi National Accelerator Lab. (US))

170427 - Data Analytics - Physics Data Reduction.pdf

15:50 → 16:05 Machine Learning in Medical Applications

Speaker: Marco Manca (SCimPULSE foundation (NL))

CERN openlab MA-ML.pdf

CERN openlab MA-ML.pptx

16:05 → 16:20 IT-DB Data Analytics services and evolution

Speaker: Luca Canali (CERN)

openlab_ML_workshop_April_2017.pdf

openlab_ML_workshop_April_2017.pptx

16:20 → 16:40 Discussion and Feedback from Industry