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The Applied Artificial Intelligence Workshop

You're reading from   The Applied Artificial Intelligence Workshop Start working with AI today, to build games, design decision trees, and train your own machine learning models

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Product type Paperback
Published in Jul 2020
Publisher Packt
ISBN-13 9781800205819
Length 420 pages
Edition 1st Edition
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Authors (3):
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Anthony So Anthony So
Author Profile Icon Anthony So
Anthony So
Zsolt Nagy Zsolt Nagy
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Zsolt Nagy
William So William So
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William So
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Toc

Table of Contents (8) Chapters Close

Preface
1. Introduction to Artificial Intelligence 2. An Introduction to Regression FREE CHAPTER 3. An Introduction to Classification 4. An Introduction to Decision Trees 5. Artificial Intelligence: Clustering 6. Neural Networks and Deep Learning Appendix

Computer Vision and Image Classification

Deep learning has achieved amazing results in computer vision and natural language processing. Computer vision is a field that involves analyzing digital images. A digital image is a matrix composed of pixels. Each pixel has a value between 0 and 255 and this value represents the intensity of the pixel. An image can be black and white and have only one channel. But it can also have colors, and in that case, it will have three channels for the colors red, green, and blue. This digital version of an image that can be fed to a deep learning model.

There are multiple applications of computer vision, such as image classification (recognizing the main object in an image), object detection (localizing different objects in an image), and image segmentation (finding the edges of objects in an image). In this book, we will only look at image classification.

In the next section, we will look at a specific type of architecture: CNNs.

Convolutional...

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