The Definitive Guide to Machine Learning Operations in AWS

Language: English

Published by Apress, Apress Jan 2025, 2025

9798868810756

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Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germanybuchversandmimpf2000

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Softcover

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This item is printed on demand - Print on Demand Titel. Neuware -Foreword by Dr. Shreyas Subramanian, Principal Data Scientist, AmazonThis book focuses on deploying, testing, monitoring, and automating ML systems in production. It covers AWS MLOps tools like Amazon SageMaker, Data Wrangler, and AWS Feature Store, along with best practices for operating ML systems on AWS.This book explains how to design, develop, and deploy ML workloads at scale using AWS cloud's well-architected pillars. It starts with an introduction to AWS services and MLOps tools, setting up the MLOps environment. It covers operational excellence, including CI/CD pipelines and Infrastructure as code. Security in MLOps, data privacy, IAM, and reliability with automated testing are discussed. Performance efficiency and cost optimization, like Right-sizing ML resources, are explored. The book concludes with MLOps best practices, MLOPS for GenAI, emerging trends, and future developments in MLOpsBy the end, readers will learn operating ML workloads on the AWS cloud. This book suits software developers, ML engineers, DevOps engineers, architects, and team leaders aspiring to be MLOps professionals on AWS.What you will learn:¿ Create repeatable training workflows to accelerate model development¿ Catalog ML artifacts centrally for model reproducibility and governance¿ Integrate ML workflows with CI/CD pipelines for faster time to production¿ Continuously monitor data and models in production to maintain quality¿ Optimize model deployment for performance and costWho this book is for:This book suits ML engineers, DevOps engineers, software developers, architects, and team leaders aspiring to be MLOps professionals on AWS.Libri GmbH, Europaallee 1, 36244 Bad Hersfeld 460 pp. Englisch.…

Seller Inventory # 9798868810756

Title
The Definitive Guide to Machine Learning Operations in AWS
Author
Neel Sendas
Publisher
Apress, Apress Jan 2025
Publication year
2025
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 13
9798868810756
Item weight
858 grams
Dimensions
254x178x25 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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Impressum Thorsten Retsch Buchversand Mimpf2000 Oberölschnitz 16 95517 Emtmannsberg Deutschland Telefon: 09209-2023188 Email: mimpf2000@online.de USt-ID-Nr.: DE 235096871 Wir führen gebrauchte Bücher aus allen Sparten der Literatur

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