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Applied Deep Learning with Python

You're reading from   Applied Deep Learning with Python Use scikit-learn, TensorFlow, and Keras to create intelligent systems and machine learning solutions

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Product type Paperback
Published in Aug 2018
Publisher
ISBN-13 9781789804744
Length 334 pages
Edition 1st Edition
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Authors (2):
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Alex Galea Alex Galea
Author Profile Icon Alex Galea
Alex Galea
Luis Capelo Luis Capelo
Author Profile Icon Luis Capelo
Luis Capelo
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Toc

Using Keras as a TensorFlow Interface

This section focuses on Keras. We are using Keras because it simplifies the TensorFlow interface into general abstractions. In the backend, the computations are still performed in TensorFlow—and the graph is still built using TensorFlow components—but the interface is much simpler. We spend less time worrying about individual components, such as variables and operations, and spend more time building the network as a computational unit. Keras makes it easy to experiment with different architectures and hyperparameters, moving more quickly towards a performant solution.

As of TensorFlow 1.4.0 (November 2017), Keras is now officially distributed with TensorFlow as tf.keras. This suggests that Keras is now tightly integrated with TensorFlow and that it will likely continue to be developed as an open source tool for a long period...

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