Category: Indico Event
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Big Data Tools and Pipelines for Machine Learning in HEP
Wednesday 4 Dec/19 11:00 -12:00 (Europe/Zurich) Big Data Tools and Pipelines for Machine Learning in HEP The effective utilization of complex ML techniques for HEP at large scale poses several technological challenges, most importantly on the actual implementation of dedicated end-to-end data pipelines. Tools and platforms from the “Big Data” ecosystem from industry and the…
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IML Machine Learning Working Group: postponed
Monday 2 Oct/17 15:00 -18:00 (Europe/Zurich) IML Machine Learning Working Group: postponed
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Advanced Machine Learning for Classification, Regression, and Generation in Jet Physics
Wednesday 15 Nov/17 11:00 -12:00 (Europe/Zurich) Advanced Machine Learning for Classification, Regression, and Generation in Jet Physics There is a deep connection between machine learning and jet physics – after all, jets are defined by unsupervised learning algorithms. Jet physics has been a driving force for studying modern machine learning in high energy physics. Domain…
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HLS4ML: deploying deep learning on FPGAs for L1 trigger and Data Acquisition
Wednesday 25 Apr/18 11:00 -12:00 (Europe/Zurich) HLS4ML: deploying deep learning on FPGAs for L1 trigger and Data Acquisition Machine learning is becoming ubiquitous across HEP. There is great potential to improve trigger and DAQ performances with it. However, the exploration of such techniques within the field in low latency/power FPGAs has just begun. We present…
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PHYSTAT Seminar: Addressing the effect of selection on inference with the False Discovery Rate
Wednesday 5 Feb/20 11:00 -12:00 (Europe/Zurich) PHYSTAT Seminar: Addressing the effect of selection on inference with the False Discovery Rate Estimates, tests, and confidence intervals are constructed to enjoy some statistical properties when used on a single pre-specified parameter. When such inferences are made on parameters that become promising after looking at the data, their…
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PHYSTAT Seminar: Accelerating Bayesian Computation: Parallelizing Markov Chain Monte Carlo
Wednesday 15 Jan/20 11:00 -12:00 (Europe/Zurich) PHYSTAT Seminar: Accelerating Bayesian Computation: Parallelizing Markov Chain Monte Carlo A full-fledged Bayesian computation requries evaluation of the posterior probability density in the complete parameter space. This can become very time consuming using commonly used algorithms such as Markov Chain Monte Carlos. We present ideas on the parallelization of…
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Dijet Resonance Search using Weak Supervision
Wednesday 13 May/20 15:00 -16:00 (Europe/Zurich) Dijet Resonance Search using Weak Supervision We present a search for resonant new physics using a machine learning anomaly detection procedure that does not rely on a signal model hypothesis. Weakly supervised learning is used to train classifiers directly on data to enhance potential signals. The targeted topology is…
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IML LHC Machine Learning WG Meeting – Tools
Wednesday 3 Feb/16 10:00 -12:00 (Europe/Zurich) IML LHC Machine Learning WG Meeting – Tools
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IML Machine Learning WG Meeting – Anomaly Detection
Tuesday 5 Jul/16 15:00 -17:30 (Europe/Zurich) IML Machine Learning WG Meeting – Anomaly Detection
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CERN Meeting with EFSA
Tuesday 15 Mar/16 11:00 -12:00 (Europe/Zurich) CERN Meeting with EFSA