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TensorFlow 2.0 Quick Start Guide

You're reading from   TensorFlow 2.0 Quick Start Guide Get up to speed with the newly introduced features of TensorFlow 2.0

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Product type Paperback
Published in Mar 2019
Publisher Packt
ISBN-13 9781789530759
Length 196 pages
Edition 1st Edition
Languages
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Author (1):
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Tony Holdroyd Tony Holdroyd
Author Profile Icon Tony Holdroyd
Tony Holdroyd
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Table of Contents (15) Chapters Close

Preface 1. Section 1: Introduction to TensorFlow 2.00 Alpha
2. Introducing TensorFlow 2 FREE CHAPTER 3. Keras, a High-Level API for TensorFlow 2 4. ANN Technologies Using TensorFlow 2 5. Section 2: Supervised and Unsupervised Learning in TensorFlow 2.00 Alpha
6. Supervised Machine Learning Using TensorFlow 2 7. Unsupervised Learning Using TensorFlow 2 8. Section 3: Neural Network Applications of TensorFlow 2.00 Alpha
9. Recognizing Images with TensorFlow 2 10. Neural Style Transfer Using TensorFlow 2 11. Recurrent Neural Networks Using TensorFlow 2 12. TensorFlow Estimators and TensorFlow Hub 13. Converting from tf1.12 to tf2
14. Other Books You May Enjoy

Converting from tf1.12 to tf2

Google supplies a command-line script called tf_upgrade_v2, which converts version 1.12 files (both .py and .ipynb files) into TensorFlow 2 compatible files.

The syntax for this conversion is as follows:

 tf_upgrade_v2   --infile  file_to_convert --outfile  converted_file

There is a demonstration of this upgrade script in action at https://www.youtube.com/watch?v=JmSNUeBG-PQ&list=PLQY2H8rRoyvzoUYI26kHmKSJBedn3SQuB&index=32&t=71s, and more detailed information regarding it is available at https://github.com/tensorflow/docs/blob/master/site/en/r2/guide/upgrade.md.

It is important to note that you should not update parts of your code manually before running this script.

The script will not fix all of the issues, but the report it produces will identify those issues that must be fixed manually.

In particular, tf.contrib has been removed from...

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