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Machine Learning with TensorFlow 1.x

You're reading from   Machine Learning with TensorFlow 1.x Second generation machine learning with Google's brainchild - TensorFlow 1.x

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Product type Paperback
Published in Nov 2017
Publisher Packt
ISBN-13 9781786462961
Length 304 pages
Edition 1st Edition
Languages
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Authors (3):
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Saif Ahmed Saif Ahmed
Author Profile Icon Saif Ahmed
Saif Ahmed
Quan Hua Quan Hua
Author Profile Icon Quan Hua
Quan Hua
Shams Ul Azeem Shams Ul Azeem
Author Profile Icon Shams Ul Azeem
Shams Ul Azeem
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Table of Contents (13) Chapters Close

Preface 1. Getting Started with TensorFlow 2. Your First Classifier FREE CHAPTER 3. The TensorFlow Toolbox 4. Cats and Dogs 5. Sequence to Sequence Models-Parlez-vous Français? 6. Finding Meaning 7. Making Money with Machine Learning 8. The Doctor Will See You Now 9. Cruise Control - Automation 10. Go Live and Go Big 11. Going Further - 21 Problems 12. Advanced Installation

Sequence to Sequence Models-Parlez-vous Français?

Thus far, much of our work was with images. Working with images is helpful as the results are almost uncanny in how quickly and succinctly progress can be made. However, the world of machine learning is broader and the next several chapters will cover these other aspects. We will start with sequence-to-sequence models. The results are just as uncanny, though the setup is a bit more involved and training datasets are much larger.

In this chapter, we will focus on several areas, which are as follows:

  • Understanding how sequence-to-sequence models work
  • Understanding the setup required to feed a sequence-to-sequence model
  • Writing an English to French translator using sequence-to-sequence models
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