AI-3016 Develop generative AI apps in Azure

1 - Plan and prepare to develop AI solutions on Azure

• What is AI?
• Foundry Tools
• Microsoft Foundry
• Developer tools and SDKs
• Responsible AI
• Module assessment

2 - Choose and deploy models from the model catalog in Microsoft Foundry portal

• Explore the model catalog
• Deploy a model to an endpoint
• Optimize model performance
• Module assessment

3 - Develop an AI app with the Microsoft Foundry SDK

• What is the Microsoft Foundry SDK?
• Work with project connections
• Create a chat client
• Module assessment

4 - Get started with prompt flow to develop language model apps in the Microsoft Foundry

• 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

5 - Develop a RAG-based solution with your own data using Microsoft Foundry

• 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

6 - Fine-tune a language model with Microsoft Foundry

• 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

7 - Implement a responsible generative AI solution in Microsoft Foundry

• Plan a responsible generative AI solution
• Map potential harms
• Measure potential harms
• Mitigate potential harms
• Manage a responsible generative AI solution
• Module assessment

8 - Evaluate generative AI performance in Microsoft Foundry portal

• Assess the model performance
• Manually evaluate the performance of a model
• Automated evaluations
• Module assessment

, Introduction to Azure AI Studio, Get started with prompt flow to develop language model apps in the Azure AI Studio, Build a RAG-based copilot solution with your own data using Azure AI Studio, Responsible generative AI in AI Studio, Introduction to Azure AI Foundry, Explore and deploy models from the model catalog in Azure AI Foundry portal, Get started with prompt flow to develop language model apps in the Azure AI Foundry, Build a RAG-based agent with your own data using Azure AI Foundry, Fine-tune a language model with Azure AI Foundry, Evaluate the performance of generative AI apps with Azure AI Foundry, Responsible generative AI, Plan and prepare to develop AI solutions on Azure, Choose and deploy models from the model catalog in Azure AI Foundry portal, Develop an AI app with the Azure AI Foundry SDK, Develop a RAG-based solution with your own data using Azure AI Foundry, Implement a responsible generative AI solution in Azure AI Foundry, Evaluate generative AI performance in Azure AI Foundry portal

AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well., AI-3016 Course ObjectivesUnderstand Azure AI capabilities and tools for developing AI-powered applications.Deploy, test, and optimize language models using the Azure AI Foundry portal.Create generative AI chat apps using the Azure AI Foundry SDK.Implement Retrieval Augmented Generation (RAG) using your own data and Azure AI Search.Fine-tune language models and ensure responsible AI practices in development.Evaluate generative AI app performance using benchmarks, manual checks, and AI-assisted metrics.Let me know if you'd like the metadata (meta title, description, OG tags, keywords) as well.

Before starting this module, you should be familiar with fundamental AI concepts and services in Azure.