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Hands-On Transfer Learning with Python

You're reading from  Hands-On Transfer Learning with Python

Product type Book
Published in Aug 2018
Publisher Packt
ISBN-13 9781788831307
Pages 438 pages
Edition 1st Edition
Languages
Authors (4):
Dipanjan Sarkar Dipanjan Sarkar
Profile icon Dipanjan Sarkar
Nitin Panwar Nitin Panwar
Profile icon Nitin Panwar
Raghav Bali Raghav Bali
Profile icon Raghav Bali
Tamoghna Ghosh Tamoghna Ghosh
Profile icon Tamoghna Ghosh
View More author details
Toc

Table of Contents (14) Chapters close

Preface 1. Machine Learning Fundamentals 2. Deep Learning Essentials 3. Understanding Deep Learning Architectures 4. Transfer Learning Fundamentals 5. Unleashing the Power of Transfer Learning 6. Image Recognition and Classification 7. Text Document Categorization 8. Audio Event Identification and Classification 9. DeepDream 10. Style Transfer 11. Automated Image Caption Generator 12. Image Colorization 13. Other Books You May Enjoy

Image classification and transfer learning

So far, we have discussed what image classification is all about. In this section, we will get our hands dirty by building our own classifiers. In one of the earlier sections of the chapter, we briefly mentioned famous benchmarking datasets, including CIFAR-10 and Stanford Dogs datasets, which we will be concentrating on in the coming sections. We will also utilize pretrained models to understand how we can leverage transfer learning to improve upon our models.

CIFAR-10

CIFAR-10 is one of the most widely used image datasets in the world of deep learning. Prepared by the Canadian Institute for Advanced Research, this is a fairly decent-sized dataset. The major advantage of this dataset...

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