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Pragmatic AI: An Introduction to Cloud-Based Machine Learning, 1st edition

Published by Addison-Wesley Professional (July 12, 2018) © 2019

  • Noah Gift
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Pragmatic AI is the first truly practical guide to solving real-world problems with contemporary machine learning, artificial intelligence, and cloud computing tools. Writing for students who aren’t professional data scientists, Noah Gift demystifies all the tools and technologies you need to get results. He illuminates powerful off-the-shelf cloud-based solutions from Google, Amazon, and Microsoft, as well as accessible techniques using Python. Throughout, readers find simple, clear, and effective working solutions that show them how to apply machine learning, AI and cloud computing together in virtually any organization, creating solutions that deliver results, and offer virtually unlimited scalability.

Foreword

Preface

Acknowledgments

About the Author

Part I: Introduction to Pragmatic AI

Chapter 1: Introduction to Pragmatic AI

Chapter 2: AI and ML Toolchain

Chapter 3: Spartan AI Lifecycle

Part II: AI in the Cloud

Chapter 4: Cloud AI Development with Google Cloud Platform

Chapter 5: Cloud Ai Development with Amazon Web Services

Part III: Creating Practical AI Applications from Scratch

Chapter 6: Predicting Social-Media Influence in the NBA

Chapter 7: Creating an Intelligent Slackbot on AWS

Chapter 8: Finding Project Management Insights from a Github Organization

Chapter 9: Dynamically Optimizing EC2 Instances on AWS

Chapter 10: Real Estate

Chapter 11: Production AI for User Generated Content (UGC)

Appendix A: AI Accelerators

Appendix B: Deciding on Cluster Size

Index

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