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Microsoft AZ-104: RBAC, Policy, and Governance
AZ-104 expects administrators to manage built-in Azure roles, assign roles at different scopes, interpret access assignments, implement Azure Policy, configure…
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AZ-104: Microsoft Entra ID Administration
The current AZ-104 objectives require administrators to create and manage Microsoft Entra users and groups, manage user and group properties,…
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Microsoft AZ-104: Identity and Governance Priorities
Identity and governance account for 20–25% of the current AZ-104 blueprint, making this one of the largest skill areas on…
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Microsoft AI-103: CI/CD and GenAIOps for Azure AI
Microsoft AI-103 includes CI/CD and GenAIOps because changing an AI application is not the same as shipping ordinary code. The…
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Microsoft AI-103: Document Extraction with Content Understanding
A practical Microsoft AI-103 document pipeline begins by asking what the application must retain. An invoice extractor needs field values…
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Microsoft AI-103: Text, Speech, and Translation
Microsoft AI-103 groups text analysis, translation and speech because real applications move between these forms of language. A call-center assistant…
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Microsoft AI-103: Designing Multimodal Vision Workflows
The visual work in Microsoft AI-103 is not one uniform image-recognition task. An equipment-support app may need to interpret a…
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Microsoft AI-103: Private Networking and Managed Identity
Security scenarios in AI-103 frequently combine two separate questions: how traffic reaches Microsoft Foundry and connected data services, and which…
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Microsoft AI-103: Monitoring, Tracing, and Evaluation
AI applications need two kinds of evidence: operational telemetry that explains how the system behaved and evaluation results that explain…
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Microsoft AI-103: Responsible AI Guardrails
Responsible AI in AI-103 is operational, not ceremonial. Microsoft’s current Foundry guidance organizes the work around discovering risks, protecting the…
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Microsoft AI-103: Designing Multi-Agent Workflows
Multi-agent systems are attractive because they let a solution divide work among specialized roles. AI-103 explicitly includes orchestrated multi-agent solutions…
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Microsoft AI-103: Agents, Tools, and Conversation Memory
AI-103 puts agentic systems near the center of the certification. A Foundry agent is not simply a chat model with…