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Governing the ML lifecycle at scale, Part 3: Setting up data governance at scale

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This post is part of an ongoing series about governing the machine learning (ML) lifecycle at scale. This post dives deep into how to set up data governance at scale using Amazon DataZone for the data mesh. However, as data volumes and complexity continue to grow, effective data governance becomes a critical challenge.

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Build a multi-tenant generative AI environment for your enterprise on AWS

AWS Machine Learning Blog

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. You can use AWS services such as Application Load Balancer to implement this approach. At this point, you need to consider the use case and data isolation requirements. API Gateway also provides a WebSocket API.

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Data catalog

Dataconomy

Data catalogs play a pivotal role in modern data management strategies, acting as comprehensive inventories that enhance an organization’s ability to discover and utilize data assets. By providing a centralized view of metadata, data catalogs facilitate better analytics, data governance, and decision-making processes.

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Architect a mature generative AI foundation on AWS

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Scaling and load balancing The gateway can handle load balancing across different servers, model instances, or AWS Regions so that applications remain responsive. The AWS Solutions Library offers solution guidance to set up a multi-provider generative AI gateway. Model versions should be managed centrally in a model registry.

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Shaping the future: OMRON’s data-driven journey with AWS

AWS Machine Learning Blog

At the heart of this transformation is the OMRON Data & Analytics Platform (ODAP), an innovative initiative designed to revolutionize how the company harnesses its data assets. Data governance challenges Maintaining consistent data governance across different systems is crucial but complex.

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Alation 2022.2: Open Data Quality Initiative and Enhanced Data Governance

Alation

generally available on May 24, Alation introduces the Open Data Quality Initiative for the modern data stack, giving customers the freedom to choose the data quality vendor that’s best for them with the added confidence that those tools will integrate seamlessly with Alation’s Data Catalog and Data Governance application.

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Improve governance of models with Amazon SageMaker unified Model Cards and Model Registry

AWS Machine Learning Blog

This required custom integration efforts, along with complex AWS Identity and Access Management (IAM) policy management, further complicating the model governance process. It helps organizations comply with regulations, manage risks, and maintain operational efficiency through robust model lifecycles and data quality management.

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