ENGLISH

Machine Learning Production Systems: Engineering Machine Learning Models and Pipelines

By Robert Crowe

Book information

Publisher
O'Reilly Media
Year
2024
ISBN
9781098156015
Language
english
Format
EPUB
Filesize
9 MB (9928350 bytes)
Pages
472\0
Orientation
landscape
Paginated
yes
Scanned
no
Time added
2024-10-10 21:57:39

Description

Using machine learning for products, services, and critical business processes is quite different from using ML in an academic or research setting—especially for recent ML graduates and those moving from research to a commercial environment. Whether you currently work to create products and services that use ML, or would like to in the future, this practical book gives you a broad view of the entire field. Authors Robert Crowe, Hannes Hapke, Emily Caveness, and Di Zhu help you identify topics that you can dive into deeper, along with reference materials and tutorials that teach you the details. You'll learn the state of the art of machine learning engineering, including a wide range of topics such as modeling, deployment, and MLOps. You'll learn the basics and advanced aspects to understand the production ML lifecycle. This book provides four in-depth sections that cover all aspects of machine learning engineering: Data: collecting, labeling,...

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