Develop Generative AI Solutions with Azure OpenAI Service

Azure OpenAI Service provides access to OpenAI's powerful large language models such as GPT; the model behind the popular ChatGPT service. These models enable various natural language processing (NLP) solutions to understand, converse, and generate content. Users can access the service through REST APIs, SDKs, and Azure OpenAI Studio. In this course, you'll learn how to provision Azure OpenAI service, deploy models, and use them in generative AI applications. Audience Profile The audience for this course includes software developers and data scientists who need to use large language models for generative AI. Some programming experience is recommended, but the course will be valuable to anyone seeking to understand how the Azure OpenAI service can be used to implement generative AI solutions. Job role: AI Engineer, Data Scientist

Before starting this learning path, you should already have:

• Familiarity with Azure and the Azure portal.
• Experience programming with C# or Python.

Introduction to Azure OpenAI Service Get to know the connection between artificial intelligence (AI), Responsible AI, and text, code, and image generation. Understand how you can use Azure OpenAI to build solutions against AI models within Azure.

• Introduction
• What is generative AI
• Describe Azure OpenAI
• How to use Azure OpenAI
• Understand OpenAI's natural language capabilities
• Understand OpenAI code generation capabilities
• Understand OpenAI's image generation capabilities
• Describe Azure OpenAI's access and responsible AI policies
• Knowledge check
• Summary

Get started with Azure OpenAI Service This module provides engineers with the skills to begin building an Azure OpenAI Service solution

• Introduction
• Access Azure OpenAI Service
• Use Azure OpenAI Studio
• Explore types of generative AI models
• Deploy generative AI models
• Use prompts to get completions from models
• Test models in Azure OpenAI Studio's playgrounds
• Exercise - Get started with Azure OpenAI Service
• Knowledge check
• Summary

Build natural language solutions with Azure OpenAI Service This module provides engineers with the skills to begin building apps that integrate with the Azure OpenAI Service.

• Introduction
• Integrate Azure OpenAI into your app
• Use Azure OpenAI REST API
• Use Azure OpenAI SDK
• Exercise - Integrate Azure OpenAI into your app
• Knowledge check
• Summary

Apply prompt engineering with Azure OpenAI Service Prompt engineering in Azure OpenAI is a technique that involves designing prompts for natural language processing models. This process improves accuracy and relevancy in responses, optimizing the performance of the model.

• Introduction
• Understand prompt engineering
• Write more effective prompts
• Provide context to improve accuracy
• Exercise - Utilize prompt engineering in your application
• Knowledge check
• Summary