9780134863863

Pragmatic AI An Introduction to Cloud-based Machine Learning

by
  • ISBN13:

    9780134863863

  • ISBN10:

    0134863860

  • Edition: 1st
  • Format: Paperback
  • Copyright: 2018-06-10
  • Publisher: Addison-Wesley Professional
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Summary

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 business professionals, decision-makers, and 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 and R. Throughout, you’ll find simple, clear, and effective working solutions that show how to apply machine learning, AI and cloud computing together in virtually any organization, creating solutions that deliver results, and offer virtually unlimited scalability. Coverage includes:

  • Getting and configuring all the tools you’ll need
  • Quickly and efficiently deploying AI applications using spreadsheets, R, and Python
  • Mastering the full application lifecycle: Download, Extract, Transform, Model, Serve Results
  • Getting started with Cloud Machine Learning Services, Amazon’s AWS AI Services, and Microsoft’s Cognitive Services API
  • Uncovering signals in Facebook, Twitter and Wikipedia
  • Listening to channels via Slack bots running on AWS Lambda (serverless)
  • Retrieving data via the Twitter API and extract follower relationships
  • Solving project problems and find highly-productive developers for data science projects
  • Forecasting current and future home sales prices with Zillow
  • Using the increasingly popular Jupyter Notebook to create and share documents integrating live code, equations, visualizations, and text
  • And much more

Table of Contents

1. Introduction to Pragmatic AI
2. Get Tools and Set Them Up
3. Overview of Lifecycle
4. Using Cloud Machine Learning Services
5. Using AWS AI Services
6. Cognitive Services API
7. Finding Signals in Facebook, Twitter and Wikipedia
8. Write a Slack Bot that Runs on AWS Lambda (Serverless) and Listens to a Channel
9. Retrieve Data from Twitter API and Extract Follower Relationships
10. Identify Patterns of Highly Productive Developers (and Learn How to Find Similarly Productive Developers)
11. Call EC2 Price AP
12. Forecasting Current and Future Sales Price of a Home Using Zillow
Glossary
Appendices

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