May 2020
Intermediate to advanced
576 pages
26h 55m
French
Content preview from Deep Learning avec Keras et TensorFlow
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9.6 Autoencodeurs débruiteurs
345
© Dunod – Toute reproduction non autorisée est un délit.
autoriser la couche de codage à être aussi vaste que les entrées, voire plus vaste, don-
nant un autoencodeur sur-complet. Voyons certaines de ces approches.
9.6 AUTOENCODEURS DÉBRUITEURS
Pour obliger l’autoencodeur à apprendre des caractéristiques utiles, une autre approche
consiste à rajouter du bruit sur ses entrées et à l’entraîner pour qu’il retrouve les
entrées d’origine, sans le bruit. Cette idée date des années 1980 (par exemple, elle est
mentionnée en 1987 dans la thèse de doctorat de Yann LeCun). Dans leur article
235
publié en 2008, Pascal Vincent ...
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