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The Deep Learning Workshop
book

The Deep Learning Workshop

by Mirza Rahim Baig, Thomas V. Joseph, Nipun Sadvilkar, Mohan Kumar Silaparasetty, Anthony So
July 2020
Intermediate to advanced content levelIntermediate to advanced
474 pages
8h 51m
English
Packt Publishing
Content preview from The Deep Learning Workshop

3. Image Classification with Convolutional Neural Networks (CNNs)

Introduction

In this chapter, we will study convolutional neural networks (CNNs) and image classification. First, we will be introduced to the architecture of CNNs and how to implement them. We will then get hands-on experience of using TensorFlow to develop image classifiers. Finally, we will cover the concepts of transfer learning and fine-tuning and see how we can use state-of-the-art algorithms.

By the end of this chapter, you will have a good understanding of what CNNs are and how programming with TensorFlow works.

Introduction

In the previous chapters, we learned about traditional neural networks and a number of models, such as the perceptron. We learned how to train ...

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Publisher Resources

ISBN: 9781839219856Supplemental Content