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Deep Learning in Computer Vision

<!--HTML-->When we look at the world our brain instantly turns the images we see into information, intuition and feeling. It does so with an enormous computational effort, using a network with overwhelming, unexplored architecture. We are not even close to create a machine of comparable capabi...

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Detalles Bibliográficos
Autores principales: Kudrynski, Krzysztof, Kubiak, Błażej
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:http://cds.cern.ch/record/2678194
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author Kudrynski, Krzysztof
Kubiak, Błażej
author_facet Kudrynski, Krzysztof
Kubiak, Błażej
author_sort Kudrynski, Krzysztof
collection CERN
description <!--HTML-->When we look at the world our brain instantly turns the images we see into information, intuition and feeling. It does so with an enormous computational effort, using a network with overwhelming, unexplored architecture. We are not even close to create a machine of comparable capabilities, but step by step, improving both the hardware and algorithmic approach, we can make machine understand images they see. In this talk you will learn how to design and develop such a network. We will go from the basic machine learning concepts, through the advanced practical tips, up to using the most-recent state-of-the art architectures in practice. You will see examples on how insanely complicated problems can be solved using a portable computer. And in the meanwhile you will understand what is going on, why new layers are added and why new concept have to be introduced. While this presentation briefly introduces all the basic concepts, as we move on it quickly touches advanced and expert areas of the field.
id cern-2678194
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2019
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spelling cern-26781942022-11-02T22:10:24Zhttp://cds.cern.ch/record/2678194engKudrynski, KrzysztofKubiak, BłażejDeep Learning in Computer VisionVoxxed Days CERN 2019Conferences<!--HTML-->When we look at the world our brain instantly turns the images we see into information, intuition and feeling. It does so with an enormous computational effort, using a network with overwhelming, unexplored architecture. We are not even close to create a machine of comparable capabilities, but step by step, improving both the hardware and algorithmic approach, we can make machine understand images they see. In this talk you will learn how to design and develop such a network. We will go from the basic machine learning concepts, through the advanced practical tips, up to using the most-recent state-of-the art architectures in practice. You will see examples on how insanely complicated problems can be solved using a portable computer. And in the meanwhile you will understand what is going on, why new layers are added and why new concept have to be introduced. While this presentation briefly introduces all the basic concepts, as we move on it quickly touches advanced and expert areas of the field.oai:cds.cern.ch:26781942019
spellingShingle Conferences
Kudrynski, Krzysztof
Kubiak, Błażej
Deep Learning in Computer Vision
title Deep Learning in Computer Vision
title_full Deep Learning in Computer Vision
title_fullStr Deep Learning in Computer Vision
title_full_unstemmed Deep Learning in Computer Vision
title_short Deep Learning in Computer Vision
title_sort deep learning in computer vision
topic Conferences
url http://cds.cern.ch/record/2678194
work_keys_str_mv AT kudrynskikrzysztof deeplearningincomputervision
AT kubiakbłazej deeplearningincomputervision
AT kudrynskikrzysztof voxxeddayscern2019
AT kubiakbłazej voxxeddayscern2019