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Course Outline

Fundamentals of Azure AI Agents

  • Differentiation between autonomous AI agents and traditional chatbot architectures
  • Strategic business applications and standard solution frameworks
  • Survey of Azure AI services utilized for agent construction
  • Architecting end-to-end agent workflows from initial request to final output

Azure Infrastructure and Tooling Configuration

  • Review of Azure resources essential for simplified agent implementations
  • Navigating the Azure AI Foundry interface and associated utilities
  • Establishing secure access protocols, project parameters, and model integrations

Agent Development Lifecycle

  • Defining system roles, operational instructions, and behavioral constraints
  • Integration of Azure OpenAI models within agent workflows
  • Iterative prompt engineering to enhance response accuracy and quality
  • Practical application exercises for agent construction

Data Integration and Knowledge Retrieval

  • Introduction to retrieval-augmented generation (RAG) methodologies
  • Linking agents to organizational documents and proprietary data sources
  • Leveraging Azure AI Search to ensure factual grounding and precision
  • Strategies for validating relevance and mitigating hallucinations

Evaluation, Security, and Governance

  • Implementation of safety guardrails and responsible AI compliance measures
  • Assessment of agent performance through targeted testing scenarios
  • Management of identity access, data privacy controls, and usage policies for government applications

Deployment and Operational Sustainability

  • Deployment strategies for internal agency and public-facing service models
  • Mechanisms for monitoring agent activity, utilization metrics, and system performance
  • Resolution of common operational challenges to ensure system reliability
  • Strategic roadmap for future solution scalability and enhancement

Requirements

**Prerequisites** * Foundational knowledge of cloud computing principles and core Microsoft Azure services. * Practical experience developing web applications or APIs, alongside proficiency in navigating the Microsoft Azure portal. * Fundamental programming competence in contemporary software languages. **Target Audience** This course is designed for government professionals who require specialized training **for government** contexts, including: * Developers tasked with creating artificial intelligence-enabled applications using Azure infrastructure. * Solution architects evaluating agent-based architectures to address specific federal or public sector business requirements. * Technical personnel seeking a structured, practical introduction to the development of AI agents within the Azure ecosystem.
 7 Hours

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