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Course Outline
Azure OpenAI Foundations for Enterprise Use
- An overview of Azure OpenAI and its integration within the broader Azure ecosystem
- Common enterprise applications of generative AI for government operations
- Key models, capabilities, and solution patterns relevant to public sector use
Getting Started with Azure OpenAI
- Configuring Azure OpenAI resources, access controls, and deployment options for government agencies
- Exploring the playground environment and API selection
- Crafting prompts and assessing AI-generated responses for accuracy and relevance
Prompt Design for Business Applications
- Composing clear instructions and structured prompts to enhance AI outputs
- Utilizing roles, examples, and output formatting techniques to refine results
- Enhancing consistency in summarization, question answering, and content generation for government tasks
Building and Integrating AI Features
- Incorporating chat, summarization, and content assistance functionalities into applications for government use
- Invoking Azure OpenAI from application backends and services to support public sector operations
- Designing user workflows that align with business objectives and improve efficiency
Connecting AI to Enterprise Data
- Understanding the practical applications of retrieval-augmented generation in government contexts
- Leveraging Azure AI Search in conjunction with Azure OpenAI for enhanced data integration
- Ensuring responses are grounded in trusted and verified business content for government use
Security, Responsible AI, and Operations
- Implementing access control, data protection, and deployment best practices for secure operations
- Adhering to content safety guidelines, human oversight requirements, and responsible AI principles in government settings
- Monitoring usage patterns, quality metrics, and cost efficiency in production environments for government applications
Hands-On Application Workshop and Wrap-Up
- Constructing a simple enterprise AI application scenario tailored to public sector needs
- Conducting tests on prompts, data grounding, and output quality to ensure reliability
- Reviewing implementation strategies for pilot projects and full-scale production use in government agencies
Requirements
- An understanding of fundamental cloud and web application concepts for government.
- Familiarity with Azure services, REST APIs, or application integration.
- Basic programming experience.
Audience
- Application developers
- Solution architects
- Technical managers and innovation leads
7 Hours