MLServer Deployment and Operations (eBook, ePUB)
William Smith
eBook, ePUB

MLServer Deployment and Operations (eBook, ePUB)

The Complete Guide for Developers and Engineers

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"MLServer Deployment and Operations" "MLServer Deployment and Operations" is a thorough and expertly curated guide to deploying, operating, and optimizing machine learning model servers in production environments. The book opens with foundational concepts, outlining architectural paradigms for ML serving, comprehensive model lifecycle management, and streamlined deployment pipelines. Readers will gain practical insights into managing diverse inference workload patterns, versioning strategies, artifact organization, and crucial pipeline transition steps that take models seamlessly from experime...

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