Machine Learning Engineering: From Prototype to Production - Softcover

Rajam J., Francis Julee; Sofia S., Merlin; Cinthia, B. Geno

 
9786209527821: Machine Learning Engineering: From Prototype to Production
Softcover
ISBN 10: 6209527825 ISBN 13: 9786209527821
Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

Machine Learning Engineering: From Prototype to Production is the definitive guide for transitioning ML models from research to reliable, scalable systems. This comprehensive book covers the entire lifecycle—data engineering, reproducible experimentation, model deployment, MLOps infrastructure, monitoring, scaling, security, and compliance—with practical patterns and real-world case studies. Designed for data scientists, software engineers, and technical leaders, it provides the engineering principles, infrastructure knowledge, and organizational practices needed to build ML systems that deliver sustained business value. The book balances theoretical foundations with actionable implementation details, making it an essential resource for anyone serious about production ML.

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Über die Autorin bzw. den Autor

Ms. Francis Julee Rajam J. is an assistant professor with a focus on ML, AI, and healthcare analytics. Next, Ms. Merlin Sofia S. is also an assistant professor, doing her Ph.D., with publications and a focus on machine learning applications. Then, Ms. B. Geno Cinthia is NET-qualified, specializes in programming and e-content, and emphasizes OBE.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 10 
6209527825
ISBN 13 
9786209527821
Einband
Taschenbuch
Anzahl der Seiten
236
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

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