MbedML: A Machine Learning Project for Embedded Systems

Autores
Estrebou, César Armando; Fleming, Martín; Saavedra, Marcos David; Adra, Federico
Año de publicación
2021
Idioma
inglés
Tipo de recurso
documento de conferencia
Estado
versión publicada
Descripción
This article describes the tasks being carried out within the framework of a research and development project on machine learning techniques and algorithms applied to small devices. It includes a brief review of the available technologies, online development platforms, work methodology and open source software for the implementation of solutions. Experiments carried out on a proper implementation of an inference algorithm for convolutional neural networks are also presented with interesting preliminary results regarding existing implementations.
Facultad de Informática
Materia
Ciencias Informáticas
Machine learning
Embedded Systems
Internet of Things
Convolutional Neural Networks
Nivel de accesibilidad
acceso abierto
Condiciones de uso
http://creativecommons.org/licenses/by-nc-sa/4.0/
Repositorio
SEDICI (UNLP)
Institución
Universidad Nacional de La Plata
OAI Identificador
oai:sedici.unlp.edu.ar:10915/125142
Acceder
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oai_identifier_str oai:sedici.unlp.edu.ar:10915/125142
network_acronym_str SEDICI
repository_id_str 1329
network_name_str SEDICI (UNLP)
spelling MbedML: A Machine Learning Project for Embedded SystemsEstrebou, César ArmandoFleming, MartínSaavedra, Marcos DavidAdra, FedericoCiencias InformáticasMachine learningEmbedded SystemsInternet of ThingsConvolutional Neural NetworksThis article describes the tasks being carried out within the framework of a research and development project on machine learning techniques and algorithms applied to small devices. It includes a brief review of the available technologies, online development platforms, work methodology and open source software for the implementation of solutions. Experiments carried out on a proper implementation of an inference algorithm for convolutional neural networks are also presented with interesting preliminary results regarding existing implementations.Facultad de Informática2021info:eu-repo/semantics/conferenceObjectinfo:eu-repo/semantics/publishedVersionObjeto de conferenciahttp://purl.org/coar/resource_type/c_5794info:ar-repo/semantics/documentoDeConferenciaapplication/pdf25-28http://sedici.unlp.edu.ar/handle/10915/125142enginfo:eu-repo/semantics/altIdentifier/isbn/978-950-34-2016-4info:eu-repo/semantics/reference/hdl/10915/121564info:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-sa/4.0/Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)reponame:SEDICI (UNLP)instname:Universidad Nacional de La Platainstacron:UNLP2025-11-12T10:54:25Zoai:sedici.unlp.edu.ar:10915/125142Institucionalhttp://sedici.unlp.edu.ar/Universidad públicaNo correspondehttp://sedici.unlp.edu.ar/oai/snrdalira@sedici.unlp.edu.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:13292025-11-12 10:54:25.98SEDICI (UNLP) - Universidad Nacional de La Platafalse
dc.title.none.fl_str_mv MbedML: A Machine Learning Project for Embedded Systems
title MbedML: A Machine Learning Project for Embedded Systems
spellingShingle MbedML: A Machine Learning Project for Embedded Systems
Estrebou, César Armando
Ciencias Informáticas
Machine learning
Embedded Systems
Internet of Things
Convolutional Neural Networks
title_short MbedML: A Machine Learning Project for Embedded Systems
title_full MbedML: A Machine Learning Project for Embedded Systems
title_fullStr MbedML: A Machine Learning Project for Embedded Systems
title_full_unstemmed MbedML: A Machine Learning Project for Embedded Systems
title_sort MbedML: A Machine Learning Project for Embedded Systems
dc.creator.none.fl_str_mv Estrebou, César Armando
Fleming, Martín
Saavedra, Marcos David
Adra, Federico
author Estrebou, César Armando
author_facet Estrebou, César Armando
Fleming, Martín
Saavedra, Marcos David
Adra, Federico
author_role author
author2 Fleming, Martín
Saavedra, Marcos David
Adra, Federico
author2_role author
author
author
dc.subject.none.fl_str_mv Ciencias Informáticas
Machine learning
Embedded Systems
Internet of Things
Convolutional Neural Networks
topic Ciencias Informáticas
Machine learning
Embedded Systems
Internet of Things
Convolutional Neural Networks
dc.description.none.fl_txt_mv This article describes the tasks being carried out within the framework of a research and development project on machine learning techniques and algorithms applied to small devices. It includes a brief review of the available technologies, online development platforms, work methodology and open source software for the implementation of solutions. Experiments carried out on a proper implementation of an inference algorithm for convolutional neural networks are also presented with interesting preliminary results regarding existing implementations.
Facultad de Informática
description This article describes the tasks being carried out within the framework of a research and development project on machine learning techniques and algorithms applied to small devices. It includes a brief review of the available technologies, online development platforms, work methodology and open source software for the implementation of solutions. Experiments carried out on a proper implementation of an inference algorithm for convolutional neural networks are also presented with interesting preliminary results regarding existing implementations.
publishDate 2021
dc.date.none.fl_str_mv 2021
dc.type.none.fl_str_mv info:eu-repo/semantics/conferenceObject
info:eu-repo/semantics/publishedVersion
Objeto de conferencia
http://purl.org/coar/resource_type/c_5794
info:ar-repo/semantics/documentoDeConferencia
format conferenceObject
status_str publishedVersion
dc.identifier.none.fl_str_mv http://sedici.unlp.edu.ar/handle/10915/125142
url http://sedici.unlp.edu.ar/handle/10915/125142
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/isbn/978-950-34-2016-4
info:eu-repo/semantics/reference/hdl/10915/121564
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by-nc-sa/4.0/
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)
eu_rights_str_mv openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-sa/4.0/
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)
dc.format.none.fl_str_mv application/pdf
25-28
dc.source.none.fl_str_mv reponame:SEDICI (UNLP)
instname:Universidad Nacional de La Plata
instacron:UNLP
reponame_str SEDICI (UNLP)
collection SEDICI (UNLP)
instname_str Universidad Nacional de La Plata
instacron_str UNLP
institution UNLP
repository.name.fl_str_mv SEDICI (UNLP) - Universidad Nacional de La Plata
repository.mail.fl_str_mv alira@sedici.unlp.edu.ar
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score 12.976206

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