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ML at ATLAS&CMS : setting the stage

<!--HTML-->In the early days of the LHC the canonical problems of classification and regression were mostly addressed using simple cut-based techniques. Today, ML techniques (some already pioneered in pre-LHC or non collider experiments) play a fundamental role in the toolbox of any experiment...

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Autor principal: DONEGA, Mauro
Lenguaje:eng
Publicado: 2015
Materias:
Acceso en línea:http://cds.cern.ch/record/2066954
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author DONEGA, Mauro
author_facet DONEGA, Mauro
author_sort DONEGA, Mauro
collection CERN
description <!--HTML-->In the early days of the LHC the canonical problems of classification and regression were mostly addressed using simple cut-based techniques. Today, ML techniques (some already pioneered in pre-LHC or non collider experiments) play a fundamental role in the toolbox of any experimentalist. The talk will introduce, through a representative collection of examples, the problems addressed with ML techniques at the LHC. The goal of the talk is to set the stage for a constructive discussion with non-HEP ML practitioners, focusing on the specificities of HEP applications.
id cern-2066954
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2015
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spelling cern-20669542022-11-02T22:33:49Zhttp://cds.cern.ch/record/2066954engDONEGA, MauroML at ATLAS&CMS : setting the stageData Science @ LHC 2015 WorkshopLPCC Workshops<!--HTML-->In the early days of the LHC the canonical problems of classification and regression were mostly addressed using simple cut-based techniques. Today, ML techniques (some already pioneered in pre-LHC or non collider experiments) play a fundamental role in the toolbox of any experimentalist. The talk will introduce, through a representative collection of examples, the problems addressed with ML techniques at the LHC. The goal of the talk is to set the stage for a constructive discussion with non-HEP ML practitioners, focusing on the specificities of HEP applications.oai:cds.cern.ch:20669542015
spellingShingle LPCC Workshops
DONEGA, Mauro
ML at ATLAS&CMS : setting the stage
title ML at ATLAS&CMS : setting the stage
title_full ML at ATLAS&CMS : setting the stage
title_fullStr ML at ATLAS&CMS : setting the stage
title_full_unstemmed ML at ATLAS&CMS : setting the stage
title_short ML at ATLAS&CMS : setting the stage
title_sort ml at atlas&cms : setting the stage
topic LPCC Workshops
url http://cds.cern.ch/record/2066954
work_keys_str_mv AT donegamauro mlatatlascmssettingthestage
AT donegamauro datasciencelhc2015workshop