Deep learning for computer vision with Python

Deep learning for computer vision with Python: ImageNet bundle

by Rosebrock, Adrian

Type Book
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"ImageNet Bundle:The complete deep learning for computer vision experience. In this bundle, I demonstrate how to train large-scale neural networks on the massive ImageNet dataset. You just can't beat this bundle if you want to master deep learning for computer vision." [trouvé sur la page de l'éditeur].

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Title Statements

  • Full title :Deep learning for computer vision with Python : ImageNet bundle / Dr. Adrian Rosebrock.

Summary

"ImageNet Bundle:The complete deep learning for computer vision experience. In this bundle, I demonstrate how to train large-scale neural networks on the massive ImageNet dataset. You just can't beat this bundle if you want to master deep learning for computer vision." [trouvé sur la page de l'éditeur].

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Edition Statements

  • Publication Date:©2017.
  • Edition:1st edition 1.3

Publication Statements

  • Publisher(s):PyImageSearch
  • Place of Publication:United States
  • Language:eng
  • Publication Date:©2017.

Notes

Printout from .pdf via publisher.

The Physical Object

  • Description:321 Seiten : : Illustrationen, graphiques ; : 28 cm.

Edition Identifiers

  • ISBN:9781722487867, 1722487860
  • oclc:on1057451510

Table of Contents

Introduction -- Training networks using multiple GPUs -- What is ImageNet? -- Preparing the ImageNet dataset -- Training AlexNet on ImageNet -- Training VGGNet on ImageNet -- Training GoogLeNet on ImageNet -- Training ResNet on ImageNet -- Training SqueezeNet on ImageNet -- Case study : emotion recognition -- Case study : correcting image on orientation -- Case study : vehicle indentification -- Case study : age and gender prediction -- Faster R-CNNs -- Training a faster R-CNN from Scratch -- Single Shot Detectors (SSDs) -- Training a SSD from Scratch -- Conclusions.

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Subjects

Apprentissage automatique APPRENTISSAGE AUTOMATIQUE (INTELLIGENCE… FACHLICHE NACHSCHLAGEWERKE + FACHLEXIKA… Machine learning MACHINE LEARNING (ARTIFICIAL INTELLIGEN… MASCHINELLES LERNEN (KÜNSTLICHE INTELLI… Neural networks Neural networks (Computer science) NEURAL NETWORKS (COMPUTER SYSTEMS) NEURONALE NETZWERKE (COMPUTERSYSTEME) OUVRAGES DE RÉFÉRENCE SPÉCIALISÉS + ENC… Python RÉSEAUX NEURONAUX (SYSTÈMES INFORMATIQU… SPECIALIZED REFERENCE WORKS + SPECIALIZ…

Writers

Rosebrock, Adrian

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