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Keras Deep Learning Cookbook

You're reading from   Keras Deep Learning Cookbook Over 30 recipes for implementing deep neural networks in Python

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Product type Paperback
Published in Oct 2018
Publisher Packt
ISBN-13 9781788621755
Length 252 pages
Edition 1st Edition
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Authors (3):
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Sujit Pal Sujit Pal
Author Profile Icon Sujit Pal
Sujit Pal
Manpreet Singh Ghotra Manpreet Singh Ghotra
Author Profile Icon Manpreet Singh Ghotra
Manpreet Singh Ghotra
Rajdeep Dua Rajdeep Dua
Author Profile Icon Rajdeep Dua
Rajdeep Dua
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Toc

Table of Contents (12) Chapters Close

Preface 1. Keras Installation 2. Working with Keras Datasets and Models FREE CHAPTER 3. Data Preprocessing, Optimization, and Visualization 4. Classification Using Different Keras Layers 5. Implementing Convolutional Neural Networks 6. Generative Adversarial Networks 7. Recurrent Neural Networks 8. Natural Language Processing Using Keras Models 9. Text Summarization Using Keras Models 10. Reinforcement Learning 11. Other Books You May Enjoy

CIFAR-100 dataset


A training dataset of 50,000 32 x 32 pixel color images labeled over 100 categories and 10,000 test images, this dataset is similar to CIFAR-10, but it has 100 classes with 600 images in each class. Five-hundred training images and 100 testing images are in each class. The 100 classes in CIFAR-100 are grouped into 20 superclasses. Each image comes with a coarse label (the superclass to which it belongs) and a fine label (the class to which it belongs). A list of classes in CIFAR-100 is as follows:

Superclass

Classes

aquatic mammals

beaver, dolphin, otter, seal, and whale

fish

aquarium fish, flatfish, ray, shark, and trout

flowers

orchids, poppies, roses, sunflowers, and tulips

food containers

bottles, bowls, cans, cups, and plates

fruit and vegetables

apples, mushrooms, oranges, pears, and sweet peppers

household electrical devices

clock, computer keyboard, lamp, telephone, and television

household furniture

bed, chair, couch, table, and wardrobe

insects

bee, beetle, butterfly, caterpillar...

You have been reading a chapter from
Keras Deep Learning Cookbook
Published in: Oct 2018
Publisher: Packt
ISBN-13: 9781788621755
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