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Building Machine Learning and Deep Learning Models on Google Cloud Platform: A Comprehensive Guide for Beginners by Ekaba Bisong

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© Ekaba Bisong 2019
E. . BisongBuilding Machine Learning and Deep Learning Models on Google Cloud Platformhttps://doi.org/10.1007/978-1-4842-4470-8_35

35. Convolutional Neural Networks (CNN)

Ekaba Bisong1 
(1)
OTTAWA, ON, Canada
 
Convolutional neural networks (CNN) are a specific type of neural network systems that are particularly suited for computer vision problems such as image recognition. In such tasks, the dataset is represented as a 2-D grid of pixels. See Figure 35-1.
../images/463852_1_En_35_Chapter/463852_1_En_35_Fig1_HTML.jpg
Figure 35-1

2-D representation of an image

An image is depicted in the computer as a matrix of pixel intensity values ranging from 0 to 255. A grayscale (or black and white) image ...

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