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The Pragmatic Programmer for Machine Learning: Engineering Analytics and Data Science Solutions.

The Pragmatic Programmer for Machine Learning: Engineering Analytics and Data Science Solutions.

・ISBN 978-0-367-25506-0 paper GB£ 49.99

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お気に入り
電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 9780429292835
著者・編者Scutari, Marco / Malvestio, Mauro,
シリーズ (Chapman & Hall/CRC Machine Learning & Pattern Recognition)
出版社 (Chapman & Hall/CRC, UK)
出版年月2025
ページ数340 pp.
言語ENG
ニュース番号<A00-44583>

解説

Machine learning has redefined the way we work with data and is increasingly becoming an indispensable part of everyday life. The Pragmatic Programmer for Machine Learning: Engineering Analytics and Data Science Solutions discusses how modern software engineering practices are part of this revolution both conceptually and in practical applictions.

Comprising a broad overview of how to design machine learning pipelines as well as the state-of-the-art tools we use to make them, this book provides a multi-disciplinary view of how traditional software engineering can be adapted to and integrated with the workflows of domain experts and probabilistic models.

From choosing the right hardware to designing effective pipelines architectures and adopting software development best practices, this guide will appeal to machine learning and data science specialists, whilst also laying out key high-level principlesin a way that is approachable for students of computer science and aspiring programmers.