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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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The keras-vis repository on GitHub (https://github.com/raghakot/keras-vis)  has a good set of visualization examples of how to inspect a network internally, including the very recent idea of attention maps, where the goal is to detect which part of an image contributed the most to the training of a specific category (for example, tigers) when images frequently contain other elements (for example, grass). The seed article is Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps, Karen Simonyan, Andrea Vedaldi, Andrew Zisserman (https://arxiv.org/abs/1312.6034), and an example extracted from the Git repository is reported below where the network understands by itself what the most salient ...

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Publisher Resources

ISBN: 9781788293594