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CERN openlab workshop on Machine Learning and Data Analytics
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Europe/Zurich
31/3-004 - IT Amphitheatre (CERN)
Description
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.
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09:30
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09:35
Welcome and Workshop Goals 5m
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09:35
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09:55
Anomaly Detection and Preemptive Maintenance in Industrial Control Systems 20mSpeaker: Filippo Maria Tilaro (CERN)
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09:55
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10:10
Machine Learning in Data Quality Monitoring 15mSpeaker: Virginia Azzolini (Massachusetts Inst. of Technology (US))
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10:10
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10:25
Analytics for Infrastructure Optimisations 15mSpeaker: Dirk Duellmann (CERN)
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10:25
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10:50
Discussion and Feedback from Industry 25m
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10:50
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11:10
Coffee break 20m
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11:10
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11:30
Machine Learning in Simulation 20mSpeaker: Dr Sofia Vallecorsa (Gangneung-Wonju National University (KR))
- 11:30 → 11:45
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11:45
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12:25
Discussion and Feedback from Industry 40m
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12:25
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13:30
Lunch break 1h 5m
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13:30
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13:50
Machine Learning and Event Classification in trigger 20mSpeaker: Vladimir Gligorov (Centre National de la Recherche Scientifique (FR))
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13:50
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14:20
Machine Learning in Reconstruction 30mSpeaker: Maurizio Pierini (CERN)
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14:20
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14:40
Deep Learning In low signal/background environments 20mSpeaker: Michele Floris (CERN)
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14:40
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15:15
Discussion and Feedback from industry 35m
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15:15
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15:35
Coffee break 20m
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15:35
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15:50
Data Analytics in Physics Data Reduction 15mSpeaker: Oliver Gutsche (Fermi National Accelerator Lab. (US))
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15:50
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16:05
Machine Learning in Medical Applications 15mSpeaker: Marco Manca (SCimPULSE foundation (NL))
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16:05
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16:20
IT-DB Data Analytics services and evolution 15mSpeaker: Luca Canali (CERN)
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16:20
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16:40
Discussion and Feedback from Industry 20m
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09:30
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09:35
