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Automated Machine Learning

You're reading from   Automated Machine Learning Hyperparameter optimization, neural architecture search, and algorithm selection with cloud platforms

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Product type Paperback
Published in Feb 2021
Publisher Packt
ISBN-13 9781800567689
Length 312 pages
Edition 1st Edition
Languages
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Author (1):
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Adnan Masood Adnan Masood
Author Profile Icon Adnan Masood
Adnan Masood
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Table of Contents (15) Chapters Close

Preface 1. Section 1: Introduction to Automated Machine Learning
2. Chapter 1: A Lap around Automated Machine Learning FREE CHAPTER 3. Chapter 2: Automated Machine Learning, Algorithms, and Techniques 4. Chapter 3: Automated Machine Learning with Open Source Tools and Libraries 5. Section 2: AutoML with Cloud Platforms
6. Chapter 4: Getting Started with Azure Machine Learning 7. Chapter 5: Automated Machine Learning with Microsoft Azure 8. Chapter 6: Machine Learning with AWS 9. Chapter 7: Doing Automated Machine Learning with Amazon SageMaker Autopilot 10. Chapter 8: Machine Learning with Google Cloud Platform 11. Chapter 9: Automated Machine Learning with GCP 12. Section 3: Applied Automated Machine Learning
13. Chapter 10: AutoML in the Enterprise 14. Other Books You May Enjoy

Does my organization need automated ML?

Technology decision-makers and stakeholders don't like fads, and you probably shouldn't either. Building and using technology for the sake of technology has limited business value in a vertical enterprise; the technology has to solve a business problem or provide an innovative differentiation to be relevant. Therefore, this inquiry becomes very significant: does an organization really need automated ML or is it just one of those steps in the AI and ML maturity cycle that we can live without? Would this investment result in Return on Investment (ROI), or would it become one of those unused platforms that sounded like a good idea at the time?

Let's try to answer these questions by looking at the value proposition of automated ML and see whether it makes a good fit for your organization. As a technology stakeholder, envision yourself as someone trying to build an enterprise AI playbook and deciding whether to invest in and utilize...

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