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Amazon
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Improve governance of models with Amazon SageMaker unified Model Cards and Model Registry
- Amazon SageMaker has integrated model cards with its Model Registry platform.
- Model cards provide a documented and standardised way to share model metadata.
- The integration gives architects, data scientists, and platform engineers the ability to register early versions and associate key metadata with them.
- Amazon SageMaker allows the governance of model development to be addressed in one place by consolidating model workflows.
- The unification of SageMaker Model Cards and SageMaker Model Registry makes it scalable, transparent, and easy to manage the governance information for the specific model versions.
- To address challenges with model governance, Amazon SageMaker has introduced a unified model governance architecture that supports the ethical, legal and efficient use of ML systems.
- Architecture tools and components required for orchestrating the solution workflow are defined.
- Examples of integrating a model version in the model registry with model cards are provided.
- This solution helps organisations comply with regulations, manage risks and maintain operational efficiency through robust model lifecycles and data quality management.
- The unified model governance architecture supports businesses in their strategic goals to maximize ML initiatives value and impact.
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