CERN Accelerating science

Other Talks

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2024-07-16
15:15
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Physics-based deep learning / Kicsiny, Peter (speaker) (EPFL)
Abstract Numerical simulations have a long history of reshaping the way we model and understand physical phenomena and help to optimize processes, predict behavior and discover new principles. In the past decade machine learning, especially deep learning, has become a popular new tool that industries in many domains are starting to pick up not only to exploit data patterns but as a complementary approach to these classical numerical simulations [...]
2024 - 3079. CERN openlab summer student lecture programme External link: Event details In : Physics-based deep learning

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2024-07-12
15:39
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Reinforcement learning and its applications at CERN / Bunino, Matteo (speaker) (CERN)
Abstract:Reinforcement Learning (RL) has emerged as a powerful paradigm in artificial intelligence and has found exciting applications in various fields, including particle accelerators at CERN. This introductory lecture aims to provide an overview of RL and its application in optimizing beam steering in the AWAKE beamline and automating bunch splitting in the Proton Synchrotron (PS) at CERN.The lecture will begin with an introduction to the fundamentals of RL, where we will explore the concept of agents learning to make decisions through interaction with an environment. [...]
2024 - 7201. CERN openlab summer student lecture programme External link: Event details In : Reinforcement learning and its applications at CERN

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2024-07-10
09:20
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Hyperparameter Optimization for Deep Learning Models Using High Performance Computing / Wulff, Eric (speaker) (CERN)
Abstract In the past decade, Machine Learning (ML), and in particular Deep Learning (DL), has outperformed traditional rule-based algorithms on a wide variety of tasks, such as for instance image recognition, object detection and natural language processing. In CoE RAISE, we have additionally seen that ML can unlock new potential in fields such as high energy physics (HEP), remote sensing, seismic imaging, additive manufacturing, and acoustics. [...]
2024 - 4364. CERN openlab summer student lecture programme External link: Event details In : Hyperparameter Optimization for Deep Learning Models Using High Performance Computing

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2024-07-09
14:18
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DAQ-filtering data from 50 TB/s to 1GB/s / Pisani, Flavio (speaker) (CERN)
AbstractA large experiment in the High Energy Physics (HEP) domain can produce an enormous amount of data with very high data rates. The process of safely moving the physically relevant part of the data produced to long term storage is referred to as data acquisition (DAQ) and trigger. [...]
2024 - 7390. CERN openlab summer student lecture programme External link: Event details In : DAQ-filtering data from 50 TB/s to 1GB/s

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2024-07-08
11:58
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Introduction to Machine Learning and Deep Learning / Kagan, Michael (speaker) (SLAC National Accelerator Laboratory (US))
Abstract Machine learning, which builds on ideas in computer science, statistics, and optimization, focuses on developing algorithms to identify patterns and regularities in data, and using these learned patterns to make predictions on new observations. Machine learning is quickly evolving and expanding, with recent great success in the realms of computer vision, natural language processing, and broadly in data science. [...]
2024 - 10714. CERN openlab summer student lecture programme External link: Event details In : Introduction to Machine Learning and Deep Learning

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2024-07-05
10:31
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Tackling computing challenges at CERN / Di Girolamo, Alessandro (speaker) (CERN)
Abstract: The future of the Worldwide LHC Computing Grid (WLCG) and CERN presents exciting computing challenges. With the continuous growth in data volume from Large Hadron Collider (LHC) experiments handling and processing massive datasets become paramount. [...]
2024 - 3871. CERN openlab summer student lecture programme; Welcome and introduction to CERN External links: Talk details; Event details In : Welcome and introduction to CERN

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2024-07-03
16:20
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Introduction to CERN openlab summer lectures programme / Girone, Maria (speaker) (CERN)
2024 - 533. CERN openlab summer student lecture programme; Welcome and introduction to CERN External links: Talk details; Event details In : Welcome and introduction to CERN

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2024-07-03
16:20
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Introduction to CERN openlab / Girone, Maria (speaker) (CERN)
2024 - 1366. CERN openlab summer student lecture programme; Welcome and introduction to CERN External links: Talk details; Event details In : Welcome and introduction to CERN

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2024-07-03
16:20
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Welcome address by the Department Head / Porcari, Enrica Maria (speaker) (CERN)
2024 - 511. CERN openlab summer student lecture programme; Welcome and introduction to CERN External links: Talk details; Event details In : Welcome and introduction to CERN

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2024-07-03
15:35
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CERN Health and Safety / Fowler, Robert Paul (speaker)
2024 - 1829. CERN openlab summer student lecture programme; Welcome and introduction to CERN External links: Talk details; Event details In : Welcome and introduction to CERN

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