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Hands-On Deep Learning with Apache Spark

You're reading from   Hands-On Deep Learning with Apache Spark Build and deploy distributed deep learning applications on Apache Spark

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Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788994613
Length 322 pages
Edition 1st Edition
Languages
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Author (1):
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Guglielmo Iozzia Guglielmo Iozzia
Author Profile Icon Guglielmo Iozzia
Guglielmo Iozzia
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Table of Contents (19) Chapters Close

Preface 1. The Apache Spark Ecosystem FREE CHAPTER 2. Deep Learning Basics 3. Extract, Transform, Load 4. Streaming 5. Convolutional Neural Networks 6. Recurrent Neural Networks 7. Training Neural Networks with Spark 8. Monitoring and Debugging Neural Network Training 9. Interpreting Neural Network Output 10. Deploying on a Distributed System 11. NLP Basics 12. Textual Analysis and Deep Learning 13. Convolution 14. Image Classification 15. What's Next for Deep Learning? 16. Other Books You May Enjoy Appendix A: Functional Programming in Scala 1. Appendix B: Image Data Preparation for Spark

Convolution applied to image recognition

In this section, we are now going hands-on by implementing an image recognition model, taking into account the considerations discussed in the first part of this chapter. We are going to implement the same use case using two different frameworks and programming languages.

Keras implementation

The first implementation of object recognition we are going to do is in Python and involves the Keras framework. To train and evaluate the model, we are going to use a public dataset called CIFAR-10 (http://www.cs.toronto.edu/~kriz/cifar.html). It consists of 60,000 (50,000 for training and 10,000 for testing) small (32 x 32 pixels) color images divided into 10 classes (airplane, automobile, bird...

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