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Automated Machine Learning for Business

Kai R. Larsen and Daniel S. Becker

Published in print:
2021
Published Online:
July 2021
ISBN:
9780190941659
eISBN:
9780197601495
Item type:
book
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780190941659.001.0001
Subject:
Business and Management, Information Technology, Innovation

In Automated Machine Learning for Business, we teach the machine learning process using a new development in data science: automated machine learning. AutoML, when implemented properly, makes machine ... More


Why Use Automated Machine Learning?

Kai R. Larsen and Daniel S. Becker

in Automated Machine Learning for Business

Published in print:
2021
Published Online:
July 2021
ISBN:
9780190941659
eISBN:
9780197601495
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780190941659.003.0001
Subject:
Business and Management, Information Technology, Innovation

Machine learning is involved in search, translation, detecting depression, likelihood of college dropout, finding lost children, and to sell all kinds of products. While barely beyond its inception, ... More


Defining Project Objectives

Kai R. Larsen and Daniel S. Becker

in Automated Machine Learning for Business

Published in print:
2021
Published Online:
July 2021
ISBN:
9780190941659
eISBN:
9780197601495
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780190941659.003.0002
Subject:
Business and Management, Information Technology, Innovation

This section covers the first steps of a the Machine Learning Life Cycle Model; how to specify a business problem, acquire subject matter expertise, define prediction target, define unit of analysis, ... More


Model Data

Kai R. Larsen and Daniel S. Becker

in Automated Machine Learning for Business

Published in print:
2021
Published Online:
July 2021
ISBN:
9780190941659
eISBN:
9780197601495
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780190941659.003.0004
Subject:
Business and Management, Information Technology, Innovation

After preparing your dataset, the business problem should be quite familiar, along with the subject matter and the content of the dataset. This section is about modeling data, using data to train ... More


Interpret and Communicate

Kai R. Larsen and Daniel S. Becker

in Automated Machine Learning for Business

Published in print:
2021
Published Online:
July 2021
ISBN:
9780190941659
eISBN:
9780197601495
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780190941659.003.0005
Subject:
Business and Management, Information Technology, Innovation

Having evaluated all the measures and selected the best model for this case, and much of the machine learning process has been clarified, our understanding of the problem context is still relatively ... More


Implement, Document, and Maintain

Kai R. Larsen and Daniel S. Becker

in Automated Machine Learning for Business

Published in print:
2021
Published Online:
July 2021
ISBN:
9780190941659
eISBN:
9780197601495
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780190941659.003.0006
Subject:
Business and Management, Information Technology, Innovation

This section covers the final section of the machine learning life cycle. Consider these the most important steps of the entire process. This is the point at which we have the greatest potential to ... More


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