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Automated Machine Learning with Microsoft Azure

You're reading from  Automated Machine Learning with Microsoft Azure

Product type Book
Published in Apr 2021
Publisher Packt
ISBN-13 9781800565319
Pages 340 pages
Edition 1st Edition
Languages
Author (1):
Dennis Michael Sawyers Dennis Michael Sawyers
Profile icon Dennis Michael Sawyers

Table of Contents (17) Chapters

Preface 1. Section 1: AutoML Explained – Why, What, and How
2. Chapter 1: Introducing AutoML 3. Chapter 2: Getting Started with Azure Machine Learning Service 4. Chapter 3: Training Your First AutoML Model 5. Section 2: AutoML for Regression, Classification, and Forecasting – A Step-by-Step Guide
6. Chapter 4: Building an AutoML Regression Solution 7. Chapter 5: Building an AutoML Classification Solution 8. Chapter 6: Building an AutoML Forecasting Solution 9. Chapter 7: Using the Many Models Solution Accelerator 10. Section 3: AutoML in Production – Automating Real-Time and Batch Scoring Solutions
11. Chapter 8: Choosing Real-Time versus Batch Scoring 12. Chapter 9: Implementing a Batch Scoring Solution 13. Chapter 10: Creating End-to-End AutoML Solutions 14. Chapter 11: Implementing a Real-Time Scoring Solution 15. Chapter 12: Realizing Business Value with AutoML 16. Other Books You May Enjoy

Summary

AI and machine learning may have captured the world's imagination, but there's a large gap between the pie-in-the-sky promises of AI and the reality of AI projects. Machine learning projects, in particular, fail often and slowly. Traditional managers treat data science projects like software engineering projects, and data scientists work in a manual, time-consuming manner. Luckily, AutoML has emerged as a way to speed up projects, and Microsoft has created its AutoML offering with your needs in mind.

You are now primed for Chapter 2, Getting Started with Azure Machine Learning Service, which will introduce you to the Microsoft Azure Machine Learning workspace. You will create an Azure Machine Learning workspace and all of the necessary components required to start an AutoML project. By the end of the chapter, you will have a firm grasp of all of the different components of Azure Machine Learning Studio and how they interact.

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Automated Machine Learning with Microsoft Azure
Published in: Apr 2021 Publisher: Packt ISBN-13: 9781800565319
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