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Computer Vision with Python 3 by Saurabh Kapur

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Image Classification Using Neural Networks

 

As we saw in the last chapter, machine learning can be a very useful tool in making applications more sophisticated and robust. In this chapter, we will add to our arsenal of machine learning techniques by understanding what neural networks are and how they can be used in the context of machine learning. We will look at the basics of neural networks and then, later in the chapter, talk about the state-of-the-art networks that are being used today in applications and services that we use everyday. One of the most studied tasks in computer vision is image classification. Given an image, can the computer tell what the image is of? Say, for example, if the computer is shown an image of a car, can it ...

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