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Machine Learning Engineering: From Prototype to Production - Francis Julee Rajam J.,Merlin Sofia S.,B. Geno Cinthia

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2026-01-26
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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 da ... Visas aprašymas

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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.

Daugiau informacijos

Autorius Francis Julee Rajam J., Merlin Sofia S., B. Geno Cinthia
Leidėjas LAP LAMBERT Academic Publishing
Išleidimo metai 2026
Viršelio tipas Minkšti viršeliai
EAN 9786209527821
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86,65 € 133,30 €