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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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Importance of Data Governance and its Principles

Analytics Vidhya

Source: [link] What is DATA by Definition? Source: [link] Data are details, facts, statistics, or pieces of information, typically numerical. Data are a set of values of qualitative or quantitative variables about one or more persons or objects. While running a huge […].

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Modern Data Governance: Trends for 2025

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Key Takeaways: Prioritize metadata maturity as the foundation for scalable, impactful data governance. Recognize that artificial intelligence is a data governance accelerator and a process that must be governed to monitor ethical considerations and risk.

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Corporate Data Governance: The Cornerstone of Successful Digital Transformation

Dataversity

At the heart of this transformation lies data a critical asset that, when managed effectively, can drive innovation, enhance customer experiences, and open […] The post Corporate Data Governance: The Cornerstone of Successful Digital Transformation appeared first on DATAVERSITY.

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2025 Planning Insights: Data Governance Adoption Has Risen Dramatically

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Key Takeaways: Interest in data governance is on the rise 71% of organizations report that their organization has a data governance program, compared to 60% in 2023. Data governance is a top data integrity challenge, cited by 54% of organizations second only to data quality (56%).

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What to Expect in AI Data Governance: 2025 Predictions

Dataversity

AI solutions have moved from experimental to mainstream, with all the major tech companies and cloud providers making significant investments in […] The post What to Expect in AI Data Governance: 2025 Predictions appeared first on DATAVERSITY.

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The Impact of Data Governance on AI-Driven Business Decisions

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This article explores the critical role of data governance in ensuring the accuracy, compliance, and integrity of data throughout AI model development and deployment.