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Hands-On Artificial Intelligence for Beginners

You're reading from   Hands-On Artificial Intelligence for Beginners An introduction to AI concepts, algorithms, and their implementation

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Product type Paperback
Published in Oct 2018
Publisher Packt
ISBN-13 9781788991063
Length 362 pages
Edition 1st Edition
Languages
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Authors (2):
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David Dindi David Dindi
Author Profile Icon David Dindi
David Dindi
Patrick D. Smith Patrick D. Smith
Author Profile Icon Patrick D. Smith
Patrick D. Smith
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Table of Contents (15) Chapters Close

Preface 1. The History of AI FREE CHAPTER 2. Machine Learning Basics 3. Platforms and Other Essentials 4. Your First Artificial Neural Networks 5. Convolutional Neural Networks 6. Recurrent Neural Networks 7. Generative Models 8. Reinforcement Learning 9. Deep Learning for Intelligent Agents 10. Deep Learning for Game Playing 11. Deep Learning for Finance 12. Deep Learning for Robotics 13. Deploying and Maintaining AI Applications 14. Other Books You May Enjoy

Deploying and Maintaining AI Applications

Throughout this book, we've learned all about how to create Artificial Intelligence (AI) applications to perform a variety of tasks. While writing these applications has been a considerable feat in itself, it's often only a small portion of what it takes to turn your model into a serviceable production system. For many practitioners, the workflow for deep learning models often ends at the validation stage. You've created a network that performs extremely well; We're done, right?

It's becoming increasingly common for data scientists and machine learning engineers to handle their applications from the discovery to deployment stages. According to Google, more than 60-70% of the time it takes to build an AI application is spent on the deployment architecture of that application. Given that this book is designed to...

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