December 2017
Intermediate to advanced
536 pages
14h 23m
English
Content preview from TensorFlow 1.x Deep Learning Cookbook
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Transforming a TensorFlow graph for mobile devices
In this recipe, we will learn how to transform a TensorFlow graph so that all the training-only nodes are removed. This will reduce the size of the graph and make it more suitable for mobile devices.
What is a graph transform tool? According to https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/graph_transforms/README.md "When you have finished training a model and want to deploy it in production, you'll often want to modify it to better run in its final environment. For example if you're targeting a phone you might want to shrink the file size by quantizing the weights, or optimize away batch normalization or other training-only features. The Graph Transform framework ...
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I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
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