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AI-3016: Develop generative AI apps in Azure AI Foundry portal
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Introduction
Audio Book AI-3016
Lesson 1 AI-3016: Develop generative AI apps in Azure AI Foundry portal
Lesson 1 AI-3016: Develop generative AI apps in Azure AI Foundry portal
Audio Lesson 1 AI-3016: Develop generative AI apps in Azure AI Foundry portal
Podcast Lesson 1 AI-3016: Develop generative AI apps in Azure AI Foundry portal
1.1.1 Introduction
1.1.2 What is AI?
1.1.3 Azure AI services
1.1.4 Azure AI Foundry
1.1.5 Developer tools and SDKs
1.1.6 Responsible AI
1.1.7 Summary
Activity:Tab: Type 2
Activity: Knowledge Check
1.2.1 Introduction
1.2.2 Explore the model catalog
1.2.3 Deploy a model to an endpoint
1.2.4 Optimize model performance
1.2.5 Summary
Activity:Carousel/Slideshow
Activity: Knowledge Check
1.3.1 Introduction
1.3.2 What is the Azure AI Foundry SDK?
1.3.3 Work with project connections
1.3.4 Create a chat client
1.3.5 Summary
Activity:Pop Up
Activity: Knowledge Check
1.4.1 Introduction
1.4.2 Understand the development lifecycle of a large language model (LLM) app
1.4.3 Understand core components and explore flow types
1.4.4 Explore connections and runtimes
1.4.5 Explore variants and monitoring options
1.4.6 Summary
Activity:Multiple Response
1.5.1 Introduction
1.5.2 Understand how to ground your language model
1.5.3 Make your data searchable
1.5.4 Create a RAG-based client application
1.5.5 Implement RAG in a prompt flow
1.5.6 Summary
Activity: Sequence
Activity: Knowledge Check
1.6.1 Introduction
1.6.2 Understand when to fine-tune a language model
1.6.3 Prepare your data to fine-tune a chat completion model
1.6.4 Explore fine-tuning language models in Azure AI Studio
1.6.5 Summary
Activity: True/False
Activity: Knowledge Check
1.7.1 Introduction
1.7.2 Plan a responsible generative AI solution
1.7.3 Map potential harms
1.7.4 Measure potential harms
1.7.5 Mitigate potential harms
1.7.6 Manage a responsible generative AI solution
1.7.7 Summary
Activity: Short Answer
Activity: Knowledge Check
1.8.1 Introduction
1.8.2 Assess the model performance
1.8.3 Manually evaluate the performance of a model
1.8.4 Automated evaluations
1.8.5 Summary
Activity: Multiple choice with image
Activity: Knowledge Check
Resources
AI-3016 Blueprint
AI-3016 Detailed Curriculum
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AI-3016: Develop generative AI apps in Azure AI Foundry portal
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