Efficient Model Management with BentoML Yatai (eBook, ePUB)
The Complete Guide for Developers and Engineers
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"Efficient Model Management with BentoML Yatai" "Efficient Model Management with BentoML Yatai" offers a comprehensive guide to navigating and mastering the complexities of modern machine learning operations. This book delves into the full lifecycle of ML models-from initial development and reproducibility challenges to governance, deployment, and continuous improvement-highlighting real-world requirements such as traceability, compliance, and scalable, distributed operations. Readers gain an in-depth understanding of the critical components and patterns required for robust model management in...
"Efficient Model Management with BentoML Yatai" "Efficient Model Management with BentoML Yatai" offers a comprehensive guide to navigating and mastering the complexities of modern machine learning operations. This book delves into the full lifecycle of ML models-from initial development and reproducibility challenges to governance, deployment, and continuous improvement-highlighting real-world requirements such as traceability, compliance, and scalable, distributed operations. Readers gain an in-depth understanding of the critical components and patterns required for robust model management in today's high-stakes enterprise environments. Drawing on the powerful duo of BentoML and its orchestration platform, Yatai, the book explores core architectures, integration strategies, and hands-on best practices for packaging, registry management, deployment, observability, and CI/CD automation. Detailed chapters break down the intricacies of containerizing and validating models, managing custom runtimes, ensuring artifact lineage, and securely exposing model services across a variety of deployment scenarios-on-premises, cloud-native, edge, and hybrid. Readers will also find practical comparisons to other leading MLOps platforms and learn how to leverage BentoML Yatai's extensible APIs and plugin system for custom workflows. With a keen focus on enterprise-grade requirements, the book addresses advanced topics including access policy enforcement, regulatory compliance (GDPR, HIPAA), multi-tenancy, cost optimization, and disaster recovery. It presents operational blueprints and case studies from regulated sectors, illuminates best practices for drift detection and incident response, and forecasts emerging trends such as federated learning, decentralized registries, and automated governance. "Efficient Model Management with BentoML Yatai" is an indispensable resource for engineers, architects, and data leaders seeking to build resilient and adaptive ML systems that drive real business outcomes.
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