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TensorFlow 1.x Deep Learning Cookbook
book

TensorFlow 1.x Deep Learning Cookbook

by Antonio Gulli, Dr. Amita Kapoor
December 2017
Intermediate to advanced
536 pages
14h 23m
English
Packt Publishing
Content preview from TensorFlow 1.x Deep Learning Cookbook

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Inception-v4 is not directly available in Keras as of July 2017, but it can be downloaded as a separate module online (https://github.com/kentsommer/keras-inceptionV4). Once installed, the module will automatically download the weights the first time it is used.

AlexNet was one of the first stacked deep networks and it contained only eight layers, the first five were convolutional layers followed by fully-connected layers. The network was proposed in 2012 and significantly outperformed the second runner-up (top five error of 16% compared to runner-up with 26% error).

Recent research on deep neural networks has focused primarily on improving accuracy. With equivalent accuracy, smaller DNN architectures offer at least three ...

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Publisher Resources

ISBN: 9781788293594