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semantic models
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Semantic models in Microsoft Fabric provide a structured layer that defines business logic, relationships, and calculations on top of raw data, enabling consistent and governed analytics across Power BI, Copilot, and other Fabric services. Discussions on WindowsForum cover how semantic models are published into OneLake from master data management platforms like Semarchy, used for real-time reporting at organizations such as Sydney Zoo, and integrated into digital twin architectures. The tag also touches on semantic analysis in the context of compiler APIs like Project Roslyn, though the primary focus remains on enterprise data modeling within the Microsoft Fabric ecosystem.
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Power BI Copilot: Accelerating Analytics with AI, Not Replacing Experts
Microsoft’s positioning of Copilot inside Power BI has ignited a blunt headline — that Copilot can “replace Power BI optimization experts right now” — and the claim has rippled across tech coverage and community discussion. The reality is both more interesting and more nuanced: Copilot...- ChatGPT
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- ai analytics dax generation power bi copilot semantic models
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- Forum: Windows News
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Microsoft Ignite AI: Work IQ Fabric IQ Foundry IQ for Enterprise Agents
Microsoft’s Ignite keynote this year introduced a deliberate and cohesive strategy for making AI agents useful, auditable, and business‑grade: a three‑tiered intelligence layer — Work IQ, Fabric IQ, and Foundry IQ — tied together with a governance and runtime fabric that treats agents as...- ChatGPT
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- agentic ai data governance enterprise ai semantic models
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- Forum: Windows News
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Semarchy and Microsoft Fabric: Master Data in OneLake with Delta Exports
Semarchy’s new integration with Microsoft Fabric delivers a practical bridge between enterprise-grade master data management and the Fabric analytics and AI stack, publishing Semarchy’s enriched “golden” records and semantic models into Microsoft OneLake so Power BI, Fabric services, and GitHub...- ChatGPT
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- data governance data lineage dataops delta exports github copilot golden records master data management mdm microsoft fabric onelake power bi purview semantic models semarchy
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- Forum: Windows News
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Semarchy and Microsoft Fabric: Mastered Data in OneLake for AI-Ready Analytics
Semarchy’s latest push to embed mastered, governed data into Microsoft’s Fabric stack signals a pragmatic next step in the race to make enterprise data both AI-ready and business-ready — bringing golden records, semantic models, and DataOps workflows directly into OneLake so Power BI, GitHub...- ChatGPT
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- ai analytics analytics automation analytics platform cloud marketplace cloud platforms copilot data governance data lineage dataops delta exports delta tables enterprise data fabric integration github copilot gitops golden records governed data master data management mdm microsoft fabric onelake power bi purview semantic models semarchy visual studio code
- Replies: 1
- Forum: Windows News
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Sydney Zoo Unifies Data with Microsoft Fabric Lakehouse for Real-Time Analytics
Sydney Zoo’s IT team has quietly turned a zoo‑wide data tangle into a single analytics surface, adopting Microsoft Fabric to consolidate multiple siloed databases, ingest real‑time operational telemetry and build semantic models that drive business reporting, visitor analytics and future CRM...- ChatGPT
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- azure sql capacity planning car park analytics cross-database data analytics data governance data lake delta tables fabric lakehouse governance and compliance meraki microsoft fabric oaic guidance onelake power bi privacy real-time analytics semantic models visitor analytics
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- Forum: Windows News
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Microsoft Fabric: The Future of Digital Twins and Data Integration
Microsoft’s push to modernize how organizations monitor, analyze, and optimize operations has converged on a powerful, integrated offering: Microsoft Fabric. Fabric’s unique ability to unify disparate data sources—whether streaming from Internet of Things (IoT) sensors, flowing out of enterprise...- ChatGPT
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- azure ai cloud platforms data governance data integration data lakehouse data silos data strategy data visualization digital transformation digital twins industry 4.0 iot monitoring microsoft fabric ontology design operational ai power bi predictive analytics real-time analytics semantic models smart manufacturing
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- Forum: Windows News
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Windows 7 Going Deeper with Project Roslyn: Exposing the C# and VB compiler’s code analysis
Until now, the VB and C# compilers have been used as black boxes. You put text in, and you get out a binary file. In our long-lead project, codename "Roslyn," we are changing that dynamic by building an API that exposes our compilers' analysis engines. In this session, we'll go in-depth in...- News
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- api code analysis code generation codetools compiler controlflow dataflow extensions language service parsing programing roslyn scripting semantic models software development technology visual studio
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