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TensorFlow Deep Learning Projects

You're reading from   TensorFlow Deep Learning Projects 10 real-world projects on computer vision, machine translation, chatbots, and reinforcement learning

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Product type Paperback
Published in Mar 2018
Publisher Packt
ISBN-13 9781788398060
Length 320 pages
Edition 1st Edition
Languages
Concepts
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Authors (5):
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Alberto Boschetti Alberto Boschetti
Author Profile Icon Alberto Boschetti
Alberto Boschetti
Rajalingappaa Shanmugamani Rajalingappaa Shanmugamani
Author Profile Icon Rajalingappaa Shanmugamani
Rajalingappaa Shanmugamani
Luca Massaron Luca Massaron
Author Profile Icon Luca Massaron
Luca Massaron
Abhishek Thakur Abhishek Thakur
Author Profile Icon Abhishek Thakur
Abhishek Thakur
Alexey Grigorev Alexey Grigorev
Author Profile Icon Alexey Grigorev
Alexey Grigorev
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Toc

Table of Contents (12) Chapters Close

Preface 1. Recognizing traffic signs using Convnets FREE CHAPTER 2. Annotating Images with Object Detection API 3. Caption Generation for Images 4. Building GANs for Conditional Image Creation 5. Stock Price Prediction with LSTM 6. Create and Train Machine Translation Systems 7. Train and Set up a Chatbot, Able to Discuss Like a Human 8. Detecting Duplicate Quora Questions 9. Building a TensorFlow Recommender System 10. Video Games by Reinforcement Learning 11. Other Books You May Enjoy

A walkthrough of the architecture

A machine translation system receives as input an arbitrary string in one language and produces, as output, a string with the same meaning but in another language. Google Translate is one example (but also many other main IT companies have their own). There, users are able to translate to and from more than 100 languages. Using the webpage is easy: on the left just put the sentence you want to translate (for example, Hello World), select its language (in the example, it's English), and select the language you want it to be translated to.

Here's an example where we translate the sentence Hello World to French:

Is it easy? At a glance, we may think it's a simple dictionary substitution. Words are chunked, the translation is looked up on the specific English-to-French dictionary, and each word is substituted with its translation....

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