- Course overview
- Course details
- Prerequisites
Course overview
Develop Generative AI Apps in Azure AI Foundry empowers learners to design, deploy, and optimize generative AI applications using Azure's cutting-edge AI Foundry portal. This course provides hands-on experience in managing AI resources, fine-tuning models, building RAG-based agents, and ensuring responsible AI practices. Explore tools like prompt flow, language model deployment, and evaluation techniques to deliver impactful AI solutions.
Audience profile
- Data Scientist
- AI Engineer
Course details
Module 1: Introduction to Azure AI Foundry
- Describe core features and capabilities of Azure AI Foundry
- Use Azure AI Foundry to provision and manage an Azure AI resource
- Use Azure AI Foundry to create and manage an AI project
- Understand when to use Azure AI Foundry
- Lab: Explore the Azure AI Foundry portal
Module 2: Explore and deploy models from the model catalog in Azure AI Foundry portal
- Select a language model from the model catalog.
- Deploy a model to an endpoint.
- Test a model and improve the performance of the model.
- Lab: Explore, deploy, and chat with language models
Module 3: Get started with prompt flow to develop language model apps in the Azure AI Foundry
- Understand the development lifecycle when creating language model applications.
- Understand what a flow is in prompt flow.
- Explore the core components when working with prompt flow.
- Lab: Get started with prompt flow
Module 4: Build a RAG-based agent with your own data using Azure AI Foundry
- Identify the need to ground your language model with Retrieval Augmented Generation (RAG)
- Index your data with Azure AI Search to make it searchable for language models
- Build an agent using RAG on your own data in the Azure AI Foundry portal
- Lab: Create a custom agent that uses your own data
Module 5: Fine-tune a language model with Azure AI Foundry
- Understand when to fine-tune a model.
- Prepare your data to fine-tune a chat completion model.
- Fine-tune a base model in the Azure AI Foundry portal.
- Lab: Fine-tune a foundation model
Prerequisites
NA
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Course : AI-3016: Develop generative AI apps in Azure AI Foundry portal
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request for : AI-3016: Develop generative AI apps in Azure AI Foundry portal
