Learning deep neural networks: necessity and scope of prior knowledge, raw data, and labels

<p>The recent rise in machine learning has been largely made possible by novel algorithms, such as convolutional neural networks and large-scale labelled datasets. Yet obtaining labelled datasets is expensive, does not scale well, and should not be necessary for learning general representati...

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Détails bibliographiques
Auteur principal: Asano, YM
Autres auteurs: Vedaldi, A
Format: Thèse
Langue:English
Publié: 2021
Sujets: