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Deep Learning for Computer Vision

You're reading from   Deep Learning for Computer Vision Expert techniques to train advanced neural networks using TensorFlow and Keras

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Product type Paperback
Published in Jan 2018
Publisher Packt
ISBN-13 9781788295628
Length 310 pages
Edition 1st Edition
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Author (1):
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Rajalingappaa Shanmugamani Rajalingappaa Shanmugamani
Author Profile Icon Rajalingappaa Shanmugamani
Rajalingappaa Shanmugamani
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Table of Contents (12) Chapters Close

Preface 1. Getting Started FREE CHAPTER 2. Image Classification 3. Image Retrieval 4. Object Detection 5. Semantic Segmentation 6. Similarity Learning 7. Image Captioning 8. Generative Models 9. Video Classification 10. Deployment 11. Other Books You May Enjoy

Getting Started

Computer vision is the science of understanding or manipulating images and videos. Computer vision has a lot of applications, including autonomous driving, industrial inspection, and augmented reality. The use of deep learning for computer vision can be categorized into multiple categories: classification, detection, segmentation, and generation, both in images and videos. In this book, you will learn how to train deep learning models for computer vision applications and deploy them on multiple platforms. We will use TensorFlow, a popular python library for deep learning throughout this book for the examples. In this chapter, we will cover the following topics:

  • The basics and vocabulary of deep learning
  • How deep learning meets computer vision?
  • Setting up the development environment that will be used for the examples covered in this book
  • Getting a feel for TensorFlow, along with its powerful tools, such as TensorBoard and TensorFlow Serving
You have been reading a chapter from
Deep Learning for Computer Vision
Published in: Jan 2018
Publisher: Packt
ISBN-13: 9781788295628
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