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Deep learning génératif
book

Deep learning génératif

by David Foster, Dominique Maniez
February 2024
Intermediate to advanced
456 pages
12h 6m
French
Editions First
Content preview from Deep learning génératif

CHAPITRE 6 Modèles de flux de normalisation

Objectifs du chapitre :

Découvrir comment les modèles de flux de normalisation utilisent l’équation de changement de variables.

Voir comment le déterminant jacobien joue un rôle essentiel dans notre capacité à calculer une fonction de densité explicite.

Comprendre comment nous pouvons restreindre la forme du jacobien à l’aide de couches de couplage.

Voir comment le réseau de neurones est conçu pour être inversé.

Construire un modèle RealNVP, qui un exemple particulier de flux de normalisation pour générer des points en 2D.

Utiliser le modèle RealNVP pour générer de nouveaux points qui semblent avoir été extraits de la distribution des données.

Découvrir deux extensions clés du modèle RealNVP, ...

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Publisher Resources

ISBN: 9782412092699