Hands-on Practical: Deploying a Model on Kubernetes
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Kubernetes Documentation, Kubernetes Authors, 2024 (Cloud Native Computing Foundation (CNCF)) - A comprehensive resource for understanding Kubernetes concepts, architecture, and usage, directly relevant to the deployment steps described in the section.
Docker Documentation, Docker, Inc., 2024 (Docker, Inc.) - An essential guide for Docker containerization, building images with Dockerfiles, and managing containers, directly supporting the initial packaging of the application.
Kubernetes in Action, Second Edition, Marko Lukša, Kevin Conner, 2026 (Manning Publications) - This book provides a thorough introduction to Kubernetes, covering core concepts such as Pods, Deployments, and Services in detail, offering deeper insights into the orchestration principles.
Practical MLOps: How to Take Your Machine Learning Models to Production, Noah Gift, Alfredo Deza, 2021 (O'Reilly Media) - Covers the full lifecycle of MLOps, including model deployment strategies on platforms like Kubernetes, which helps readers situate this practical exercise within a broader productionization context.