Demystifying Artificial Intelligence: Simplified AI and Machine Learning Concepts for Everyone by Prashant Kikani

Author:Prashant Kikani [Kikani, Prashant]
Language: eng
Format: epub
ISBN: 9789389898705
Publisher: BPB Publications
Published: 2021-06-15T00:00:00+00:00

Figure 2.29: Patterns each layer captures in CNN

The higher we go from the first layer to the 5th or 6th layer, the more abstract and detailed patterns are captured. Reiterating how machines capture patterns in images — by combining small details of the image into big ones. It's kind of "zoom-out" in a digital camera:

Figure 2.30: This is what the machine sees in the final layers

As we saw in the preceding image, this layer has learned to capture the faces of humans and animals. Now you know how a machine sees images.

There are several kinds of problem types in computer vision, which are as follows:

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