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Ultra-fast Machine Learning Inference for triggering at CMS Experiment

I have been assigned a project related to the CMS detector at the Large Hadron Collider. Before I move towards the actual details and goals for ultra-fast machine learning inference at CMS, I will first describe the CMS detector, trigger system, triggering at CMS, the need for Machine Learning and F...

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Autor principal: Asif, Farheen
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:http://cds.cern.ch/record/2788701
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author Asif, Farheen
author_facet Asif, Farheen
author_sort Asif, Farheen
collection CERN
description I have been assigned a project related to the CMS detector at the Large Hadron Collider. Before I move towards the actual details and goals for ultra-fast machine learning inference at CMS, I will first describe the CMS detector, trigger system, triggering at CMS, the need for Machine Learning and FPGAs, high level synthesis and boosted decision trees briefly. The readers of this report are expected to have a little knowledge about these concepts before
id cern-2788701
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2021
record_format invenio
spelling cern-27887012021-10-26T19:27:11Zhttp://cds.cern.ch/record/2788701engAsif, FarheenUltra-fast Machine Learning Inference for triggering at CMS ExperimentParticle Physics - ExperimentI have been assigned a project related to the CMS detector at the Large Hadron Collider. Before I move towards the actual details and goals for ultra-fast machine learning inference at CMS, I will first describe the CMS detector, trigger system, triggering at CMS, the need for Machine Learning and FPGAs, high level synthesis and boosted decision trees briefly. The readers of this report are expected to have a little knowledge about these concepts beforeCERN-STUDENTS-Note-2021-224oai:cds.cern.ch:27887012021-10-26
spellingShingle Particle Physics - Experiment
Asif, Farheen
Ultra-fast Machine Learning Inference for triggering at CMS Experiment
title Ultra-fast Machine Learning Inference for triggering at CMS Experiment
title_full Ultra-fast Machine Learning Inference for triggering at CMS Experiment
title_fullStr Ultra-fast Machine Learning Inference for triggering at CMS Experiment
title_full_unstemmed Ultra-fast Machine Learning Inference for triggering at CMS Experiment
title_short Ultra-fast Machine Learning Inference for triggering at CMS Experiment
title_sort ultra-fast machine learning inference for triggering at cms experiment
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2788701
work_keys_str_mv AT asiffarheen ultrafastmachinelearninginferencefortriggeringatcmsexperiment