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You're reading from  Automated Machine Learning with Microsoft Azure

Product typeBook
Published inApr 2021
PublisherPackt
ISBN-139781800565319
Edition1st Edition
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Author (1)
Dennis Michael Sawyers
Dennis Michael Sawyers
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Dennis Michael Sawyers

Dennis Michael Sawyers is a senior cloud solutions architect (CSA) at Microsoft, specializing in data and AI. In his role as a CSA, he helps Fortune 500 companies leverage Microsoft Azure cloud technology to build top-class machine learning and AI solutions. Prior to his role at Microsoft, he was a data scientist at Ford Motor Company in Global Data Insight and Analytics (GDIA) and a researcher in anomaly detection at the highly regarded Carnegie Mellon Auton Lab. He received a master's degree in data analytics from Carnegie Mellon's Heinz College and a bachelor's degree from the University of Michigan. More than anything, Dennis is passionate about democratizing AI solutions through automated machine learning technology.
Read more about Dennis Michael Sawyers

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Summary

In this chapter, you have learned about all the prerequisites that are necessary for creating AutoML solutions in Azure. You created an AMLS workspace and accessed AML studio before creating the necessary compute to run and write your AutoML jobs. You then loaded data into a datastore and registered it as a dataset to make it available for your AutoML runs.

Importantly, you should now understand the four steps of the AutoML process: a data guardrails check, intelligent feature engineering, data transformation, and iterative ML model building. Everything you have done in this chapter will enable you to create a ML model in record time.

You are now ready for Chapter 3, Training Your First AutoML Model, where you will build your first AutoML model through a GUI. This chapter will cover a range of topics, from examining data to scoring models and explaining results. By the end of that chapter, you will not only be able to train models with AutoML, but you will also be able...

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

Author (1)

author image
Dennis Michael Sawyers

Dennis Michael Sawyers is a senior cloud solutions architect (CSA) at Microsoft, specializing in data and AI. In his role as a CSA, he helps Fortune 500 companies leverage Microsoft Azure cloud technology to build top-class machine learning and AI solutions. Prior to his role at Microsoft, he was a data scientist at Ford Motor Company in Global Data Insight and Analytics (GDIA) and a researcher in anomaly detection at the highly regarded Carnegie Mellon Auton Lab. He received a master's degree in data analytics from Carnegie Mellon's Heinz College and a bachelor's degree from the University of Michigan. More than anything, Dennis is passionate about democratizing AI solutions through automated machine learning technology.
Read more about Dennis Michael Sawyers