8

Convolutional Neural Networks

Convolutional Neural Networks (CNNs) are responsible for the major breakthroughs in image recognition made in the past few years. In this chapter, we will cover the following topics:

  • Implementing a simple CNN
  • Implementing an advanced CNN
  • Retraining existing CNN models
  • Applying StyleNet and the neural style project
  • Implementing DeepDream

As a reminder, the reader can find all of the code for this chapter available online here: https://github.com/PacktPublishing/Machine-Learning-Using-TensorFlow-Cookbook, as well as the Packt repository: https://github.com/PacktPublishing/Machine-Learning-Using-TensorFlow-Cookbook.

Introduction

In the previous chapters, we discussed Dense Neural Networks (DNNs) in which each ...

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