From the course: AWS Certified Machine Learning Engineer - Associate (MLA-C02) Cert Prep

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SageMaker Model Registry

SageMaker Model Registry

From the course: AWS Certified Machine Learning Engineer - Associate (MLA-C02) Cert Prep

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SageMaker Model Registry

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Have you ever deployed the wrong version of a model to production or struggled to track which model performed best last quarter? What about managing approvals when multiple stakeholders need to sign off on model deployments? Picture this scenario at Tutorials Dojo. You have 5 different recommendation models, 3 fraud detection versions, and 2 content classification models. Without proper organization, deploying models becomes a game of Russian roulette. In this lecture, we'll explore Amazon SageMaker Model Registry, your centralized hub for model lifecycle management. I'll show you how Model Registry brings order to model chaos, enabling version control, approval workflows, and seamless deployment management. We'll cover model registration, versioning, approval processes, and integration with your MLOps pipeline. So what is Amazon SageMaker Model Registry? Model Registry lets you catalog models for production, manage model versions, associate metadata, and manage the approval status of…

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