Microsoft Copilot & Azure AI
AI-3016 Develop generative AI apps in Azure
A one-day lab on generative AI apps in Azure.
1 dayIntermediate8 modulesAI-3016
About this course
A one-day lab on generative AI apps in Azure. You will plan a solution, choose and deploy models from the Foundry catalogue, build an app with the SDK and prompt flow, ground it with your data, then fine-tune, evaluate and apply responsible AI practices.
Curriculum
8 modules
- What is AI?
- Foundry Tools
- Microsoft Foundry
- Developer tools and SDKs
- Responsible AI
- Module assessment
- Explore the model catalog
- Deploy a model to an endpoint
- Optimize model performance
- Module assessment
- What is the Microsoft Foundry SDK?
- Work with project connections
- Create a chat client
- Module assessment
- Understand the development lifecycle of a large language model (LLM) app
- Understand core components and explore flow types
- Explore connections and runtimes
- Explore variants and monitoring options
- Module assessment
- Understand how to ground your language model
- Make your data searchable
- Create a RAG-based client application
- Implement RAG in a prompt flow
- Module assessment
- Understand when to fine-tune a language model
- Prepare your data to fine-tune a chat completion model
- Explore fine-tuning language models in Microsoft Foundry portal
- Module assessment
- Plan a responsible generative AI solution
- Map potential harms
- Measure potential harms
- Mitigate potential harms
- Manage a responsible generative AI solution
- Module assessment
- Assess the model performance
- Manually evaluate the performance of a model
- Automated evaluations
- Module assessment
Who it's for
Developers new to generative AI on Azure.
Before you start
- Before starting this module, you should be familiar with fundamental AI concepts and services in Azure.
Related courses
More in Microsoft Copilot & Azure AI →AdvancedAB-100T00
AB-100T00: Architecting agentic AI business solutions
Microsoft Copilot & Azure AI
View course →IntermediateAB-6007
AB-6007: Secure and Govern your AI agent workforce
Microsoft Copilot & Azure AI
View course →IntermediateAB-6008
AB-6008: Delegate work with Copilot Cowork
Microsoft Copilot & Azure AI
View course →IntermediateAB-620T00
AB-620T00: Design and build integrated AI agent solutions in Copilot Studio
Microsoft Copilot & Azure AI
View course →IntermediateAB-730T00
AB-730T00 Transform business workflows with generative AI
Microsoft Copilot & Azure AI
View course →IntermediateAB-731T00
AB-731T00 Drive AI transformation in your organization
Microsoft Copilot & Azure AI
View course →Let's plan your next step together.
Tell us the course or certification you have in mind and we'll send the outline, upcoming dates, fees and private-team options.