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Python: Advanced Guide to Artificial Intelligence
book

Python: Advanced Guide to Artificial Intelligence

by Giuseppe Bonaccorso, Armando Fandango, Rajalingappaa Shanmugamani
December 2018
Intermediate to advanced
764 pages
18h 18m
English
Packt Publishing
Content preview from Python: Advanced Guide to Artificial Intelligence

The VGG-16 model

The VGG model stands for the Visual Geometry Group from Oxford. The model was very simple and had a greater depth than AlexNet. The paper had two models with 16 and 19 layers depth. All the CNN layers were using 3 by 3 filters with stride and a pad of size 1 and a max pooling size of 2 with stride 2.  This resulted in a decrease in the number of parameters. Though the size is decreasing because of max pooling, the number of filters is increasing with layers. The architecture of the 16-layer deep model is as follows:

This model has 138 million parameters and is the largest of all the models described here. But the uniformity ...

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