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You're reading from  Machine Learning Infrastructure and Best Practices for Software Engineers

Product typeBook
Published inJan 2024
Reading LevelIntermediate
PublisherPackt
ISBN-139781837634064
Edition1st Edition
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Author (1)
Miroslaw Staron
Miroslaw Staron
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Miroslaw Staron

Miroslaw Staron is a professor of Applied IT at the University of Gothenburg in Sweden with a focus on empirical software engineering, measurement, and machine learning. He is currently editor-in-chief of Information and Software Technology and co-editor of the regular Practitioner's Digest column of IEEE Software. He has authored books on automotive software architectures, software measurement, and action research. He also leads several projects in AI for software engineering and leads an AI and digitalization theme at Software Center. He has written over 200 journal and conference articles.
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Part 2: Data Acquisition and Management

Machine learning software depends on data much more than other types of software. In order to make use of statistical learning, we need to collect, process, and prepare data for the development of machine learning models. The data needs to be representative of the problems that the software solves and the services it provides, not only during development but also during operations. In this part of the book, we focus on the data – how we can acquire it and how we make it useful for the training, testing, and deployment of machine learning models.

This part has the following chapters:

  • Chapter 6, Processing Data in Machine Learning Systems
  • Chapter 7, Feature Engineering for Numerical and Image Data
  • Chapter 8, Feature Engineering for Natural Language Data
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Published in: Jan 2024Publisher: PacktISBN-13: 9781837634064
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Author (1)

author image
Miroslaw Staron

Miroslaw Staron is a professor of Applied IT at the University of Gothenburg in Sweden with a focus on empirical software engineering, measurement, and machine learning. He is currently editor-in-chief of Information and Software Technology and co-editor of the regular Practitioner's Digest column of IEEE Software. He has authored books on automotive software architectures, software measurement, and action research. He also leads several projects in AI for software engineering and leads an AI and digitalization theme at Software Center. He has written over 200 journal and conference articles.
Read more about Miroslaw Staron