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Neural Networks with Keras Cookbook

You're reading from   Neural Networks with Keras Cookbook Over 70 recipes leveraging deep learning techniques across image, text, audio, and game bots

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Product type Paperback
Published in Feb 2019
Publisher Packt
ISBN-13 9781789346640
Length 568 pages
Edition 1st Edition
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Authors (2):
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V Kishore Ayyadevara V Kishore Ayyadevara
Author Profile Icon V Kishore Ayyadevara
V Kishore Ayyadevara
Srinivas Pradeep Srinivas Pradeep
Author Profile Icon Srinivas Pradeep
Srinivas Pradeep
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Toc

Table of Contents (18) Chapters Close

Preface 1. Building a Feedforward Neural Network 2. Building a Deep Feedforward Neural Network FREE CHAPTER 3. Applications of Deep Feedforward Neural Networks 4. Building a Deep Convolutional Neural Network 5. Transfer Learning 6. Detecting and Localizing Objects in Images 7. Image Analysis Applications in Self-Driving Cars 8. Image Generation 9. Encoding Inputs 10. Text Analysis Using Word Vectors 11. Building a Recurrent Neural Network 12. Applications of a Many-to-One Architecture RNN 13. Sequence-to-Sequence Learning 14. End-to-End Learning 15. Audio Analysis 16. Reinforcement Learning 17. Other Books You May Enjoy

Transfer Learning

In the previous chapter, we learned about recognizing the class that an image belongs to in a given image. In this chapter, we will learn about one of the drawbacks of CNN and also about how we can overcome it using certain pre-trained models.

In this chapter, we will cover the following recipes:

  • Gender classification of a person in an image using CNNs
  • Gender classification of a person in image using the VGG16 architecture-based model
  • Visualizing the output of the intermediate layers of a neural network
  • Gender classification of a person in image using the VGG19 architecture-based model
  • Gender classification of a using the ResNet architecture-based model
  • Gender classification of a using the inception architecture-based model
  • Detecting the key points within image of a face
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