Data Posts

AI & Data•Feb 01, 2025•9 min readEN

Data Area Personas

A complete framework for implementing data governance through 16 essential organizational roles. This guide details responsibilities, access controls, and business impacts for each persona across the data lifecycle - from strategic leadership (CDO) to operational roles (Data Stewards, Analysts). Includes industry-specific implementations, compliance considerations, and real-world examples demonstrating how properly defined data roles improve decision-making, reduce risks, and drive innovation in data-driven organizations.

Data PersonasDataData GovernanceData StewardData OwnerData CustodianData Consumer/User

Open-Source LLMs: A starter guide

This comprehensive guide explores open-source LLMs, covering their core components, evaluation methodologies, best practices for implementation, and critical training data considerations. It also compares LLM open-source ecosystems with traditional open-source models while addressing potential risks and mitigation strategies.

LLMOpen SourceModelTrainingEvaluationBest PracticesDataSecurityRisksMitigationBenchmarkComplianceOWASPHallucination

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Data Area Personas

Open-Source LLMs: A starter guide