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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

You have added to your repertoire by successfully training a classification model using the AML Python SDK. You have loaded in data, heavily transformed it using pandas and Numpy, and built a toy AutoML model. You then registered that model to your AMLS workspace.

You can now start building classification models with your own data. You can easily solve both binary and multiclass classification problems, and you can present results to the business in a way they understand with confusion matrices. Many of the most common business problems, such as customer churn, are classification problems, and with the knowledge you learned in this chapter, you can solve those problems and earn trust and respect in your organization.

The next chapter, Chapter 6, Building an AutoML Forecasting Solution, will be vastly different from the previous two chapters. Forecasting problems have many more settings to use and understand compared to classification and regression problems, and they...

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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