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Course Outline
Azure OpenAI Foundations for Enterprise Use
- Overview of Azure OpenAI and its role within the broader Azure ecosystem.
- Typical enterprise use cases for generative AI technologies.
- Core models, key capabilities, and established solution patterns.
Getting Started with Azure OpenAI
- Configuring Azure OpenAI resources, managing access, and selecting deployment options.
- Exploring available playgrounds and API interfaces.
- Sending prompts and assessing the quality of responses.
Prompt Design for Business Applications
- Formulating clear instructions and structuring prompts for optimal results.
- Utilizing roles, examples, and specific output formatting techniques.
- Enhancing consistency in tasks such as summarization, question answering, and content generation.
Building and Integrating AI Features
- Incorporating chat, summarization, and content assistance features into applications.
- Interacting with Azure OpenAI from application backends and service layers.
- Designing user workflows that deliver tangible business value.
Connecting AI to Enterprise Data
- Understanding retrieval-augmented generation (RAG) in a practical context.
- Utilizing Azure AI Search in conjunction with Azure OpenAI.
- Anchoring AI responses with trusted and verified business content.
Security, Responsible AI, and Operations
- Managing access controls, data protection, and deployment best practices.
- Ensuring content safety, maintaining human oversight, and adhering to responsible AI guidelines.
- Monitoring usage metrics, output quality, and cost efficiency in production environments.
Hands-On Application Workshop and Wrap-Up
- Constructing a simple enterprise AI application scenario.
- Testing prompts, validating data grounding, and evaluating output quality.
- Reviewing the next steps for implementation in pilot and production phases.
Requirements
- A foundational understanding of basic cloud computing and web application concepts.
- Familiarity with Azure services, REST APIs, or application integration workflows.
- Basic programming proficiency.
Target Audience
- Application developers.
- Solution architects.
- Technical managers and innovation leaders.
7 Hours
