> ## Documentation Index
> Fetch the complete documentation index at: https://notes.kodekloud.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Course: AI-102: Microsoft Certified Azure AI Engineer Associate

> Introductory course preparing learners for Microsoft Azure AI Engineer Associate certification, teaching Azure AI services, hands-on labs, governance, and exam-focused guidance.

Notes for the **AI-102: Microsoft Certified Azure AI Engineer Associate** course: 95 lessons across 22 sections.

## Introduction

* [Course Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Introduction/Course-Introduction/page.md)
* [Certification Details](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Introduction/Certification-Details/page.md)

## Introduction to AI and Azure AI Services

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Introduction-to-AI-and-Azure-AI-Services/Module-Introduction/page.md)
* [What Is Artificial Intelligence](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Introduction-to-AI-and-Azure-AI-Services/What-Is-Artificial-Intelligence/page.md)
* [Responsible AI Considerations](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Introduction-to-AI-and-Azure-AI-Services/Responsible-AI-Considerations/page.md)
* [Azure Machine Learning](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Introduction-to-AI-and-Azure-AI-Services/Azure-Machine-Learning/page.md)
* [Azure AI Services](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Introduction-to-AI-and-Azure-AI-Services/Azure-AI-Services/page.md)
* [Azure AI Search](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Introduction-to-AI-and-Azure-AI-Services/Azure-AI-Search/page.md)

## Get Started with Azure AI Services

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-AI-Services/Module-Introduction/page.md)
* [Deploying Azure AI Services](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-AI-Services/Deploying-Azure-AI-Services/page.md)
* [Working with Azure AI Services](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-AI-Services/Working-with-Azure-AI-Services/page.md)

## Using Azure AI Services for Enterprise Applications

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Using-Azure-AI-Services-for-Enterprise-Applications/Module-Introduction/page.md)
* [Securing Azure AI Services](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Using-Azure-AI-Services-for-Enterprise-Applications/Securing-Azure-AI-Services/page.md)
* [Monitoring Azure AI Services](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Using-Azure-AI-Services-for-Enterprise-Applications/Monitoring-Azure-AI-Services/page.md)
* [Containerizing Azure AI Services](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Using-Azure-AI-Services-for-Enterprise-Applications/Containerizing-Azure-AI-Services/page.md)

## Analyze and Manipulate Images

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyze-and-Manipulate-Images/Module-Introduction/page.md)
* [Image Analysis Using Azure AI Vision](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyze-and-Manipulate-Images/Image-Analysis-Using-Azure-AI-Vision/page.md)
* [Working with Image Analysis](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyze-and-Manipulate-Images/Working-with-Image-Analysis/page.md)
* [OCR Using Azure AI Vision](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyze-and-Manipulate-Images/OCR-Using-Azure-AI-Vision/page.md)

## Detecting Faces with the Azure AI Vision

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Detecting-Faces-with-the-Azure-AI-Vision/Module-Introduction/page.md)
* [Face Detection Analysis and Recognition](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Detecting-Faces-with-the-Azure-AI-Vision/Face-Detection-Analysis-and-Recognition/page.md)
* [Considerations for Face Detection and Recognition](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Detecting-Faces-with-the-Azure-AI-Vision/Considerations-for-Face-Detection-and-Recognition/page.md)
* [Face Service](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Detecting-Faces-with-the-Azure-AI-Vision/Face-Service/page.md)
* [Face Detection Using Azure AI Vision](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Detecting-Faces-with-the-Azure-AI-Vision/Face-Detection-Using-Azure-AI-Vision/page.md)

## Custom Vision Models with Azure AI Custom Vision

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Custom-Vision-Models-with-Azure-AI-Custom-Vision/Module-Introduction/page.md)
* [Custom Vision Model](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Custom-Vision-Models-with-Azure-AI-Custom-Vision/Custom-Vision-Model/page.md)
* [Image Classification and Object Detection](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Custom-Vision-Models-with-Azure-AI-Custom-Vision/Image-Classification-and-Object-Detection/page.md)
* [Training Custom Models](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Custom-Vision-Models-with-Azure-AI-Custom-Vision/Training-Custom-Models/page.md)

## Analyzing Videos

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyzing-Videos/Module-Introduction/page.md)
* [Video Indexer](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyzing-Videos/Video-Indexer/page.md)
* [Building Insights](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyzing-Videos/Building-Insights/page.md)

## Analyzing Text

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyzing-Text/Module-Introduction/page.md)
* [Azure AI Language Services](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyzing-Text/Azure-AI-Language-Services/page.md)
* [Working with Azure AI Language Services](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Analyzing-Text/Working-with-Azure-AI-Language-Services/page.md)

## Translating Text

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Translating-Text/Module-Introduction/page.md)
* [Translator Service](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Translating-Text/Translator-Service/page.md)
* [Working with Translator Service](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Translating-Text/Working-with-Translator-Service/page.md)
* [Custom Translation](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Translating-Text/Custom-Translation/page.md)

## Develop a Question Answering Solution

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Question-Answering-Solution/Module-Introduction/page.md)
* [Introduction to QnA](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Question-Answering-Solution/Introduction-to-QnA/page.md)
* [Working with Question Answering](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Question-Answering-Solution/Working-with-Question-Answering/page.md)
* [Fine Tuning Question Answering Performance](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Question-Answering-Solution/Fine-Tuning-Question-Answering-Performance/page.md)

## Develop a Conversational Language Understanding App

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Conversational-Language-Understanding-App/Module-Introduction/page.md)
* [What Is Language Understanding](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Conversational-Language-Understanding-App/What-Is-Language-Understanding/page.md)
* [Intents Utterances and Entities](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Conversational-Language-Understanding-App/Intents-Utterances-and-Entities/page.md)
* [Azure AI Language Capabilities](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Conversational-Language-Understanding-App/Azure-AI-Language-Capabilities/page.md)
* [Training Testing Publishing and Reviewing](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Conversational-Language-Understanding-App/Training-Testing-Publishing-and-Reviewing/page.md)

## Custom Classification and Named Entity Extraction

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Custom-Classification-and-Named-Entity-Extraction/Module-Introduction/page.md)
* [Custom Text Classification](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Custom-Classification-and-Named-Entity-Extraction/Custom-Text-Classification/page.md)
* [Custom Named Entity Recognition](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Custom-Classification-and-Named-Entity-Extraction/Custom-Named-Entity-Recognition/page.md)
* [Review and Improve Model](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Custom-Classification-and-Named-Entity-Extraction/Review-and-Improve-Model/page.md)

## Speech Recognition, Translation, and Synthesis

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Speech-Recognition-Translation-and-Synthesis/Module-Introduction/page.md)
* [Speech Service](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Speech-Recognition-Translation-and-Synthesis/Speech-Service/page.md)
* [Speech to Text and Text to Speech](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Speech-Recognition-Translation-and-Synthesis/Speech-to-Text-and-Text-to-Speech/page.md)
* [Audio Format and Voices](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Speech-Recognition-Translation-and-Synthesis/Audio-Format-and-Voices/page.md)
* [Speech Synthesis Markup Language SSML](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Speech-Recognition-Translation-and-Synthesis/Speech-Synthesis-Markup-Language-SSML/page.md)
* [Translating Speech to Text](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Speech-Recognition-Translation-and-Synthesis/Translating-Speech-to-Text/page.md)

## Get Started with Azure OpenAI Service

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-OpenAI-Service/Module-Introduction/page.md)
* [What Is Generative AI](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-OpenAI-Service/What-Is-Generative-AI/page.md)
* [Deploying an Azure OpenAI Resource](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-OpenAI-Service/Deploying-an-Azure-OpenAI-Resource/page.md)
* [AI Foundry Portal](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-OpenAI-Service/AI-Foundry-Portal/page.md)
* [Deploying Generative AI Models](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-OpenAI-Service/Deploying-Generative-AI-Models/page.md)
* [Using Prompts to Get Completions and Testing Models](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Get-Started-with-Azure-OpenAI-Service/Using-Prompts-to-Get-Completions-and-Testing-Models/page.md)

## Develop Apps with Azure OpenAI Service

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-Apps-with-Azure-OpenAI-Service/Module-Introduction/page.md)
* [Integrating Azure OpenAI into Your App](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-Apps-with-Azure-OpenAI-Service/Integrating-Azure-OpenAI-into-Your-App/page.md)
* [Using the Azure OpenAI REST API](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-Apps-with-Azure-OpenAI-Service/Using-the-Azure-OpenAI-REST-API/page.md)
* [Using Language Specific SDKs](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-Apps-with-Azure-OpenAI-Service/Using-Language-Specific-SDKs/page.md)

## Apply Prompt Engineering

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Apply-Prompt-Engineering/Module-Introduction/page.md)
* [What Is Prompt Engineering](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Apply-Prompt-Engineering/What-Is-Prompt-Engineering/page.md)
* [Using Prompt Engineering](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Apply-Prompt-Engineering/Using-Prompt-Engineering/page.md)
* [Providing Clear Instructions](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Apply-Prompt-Engineering/Providing-Clear-Instructions/page.md)
* [Using System Messages](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Apply-Prompt-Engineering/Using-System-Messages/page.md)
* [Conversation History](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Apply-Prompt-Engineering/Conversation-History/page.md)
* [Chain of Thought](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Apply-Prompt-Engineering/Chain-of-Thought/page.md)

## Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Implement-Retrieval-Augmented-Generation-RAG-with-Azure-OpenAI-Service/Module-Introduction/page.md)
* [What Is RAG](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Implement-Retrieval-Augmented-Generation-RAG-with-Azure-OpenAI-Service/What-Is-RAG/page.md)
* [How Azure OpenAI Can Use Your Data](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Implement-Retrieval-Augmented-Generation-RAG-with-Azure-OpenAI-Service/How-Azure-OpenAI-Can-Use-Your-Data/page.md)
* [Working with Custom Data Sources](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Implement-Retrieval-Augmented-Generation-RAG-with-Azure-OpenAI-Service/Working-with-Custom-Data-Sources/page.md)

## Implementing an Intelligent Search Solution

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Implementing-an-Intelligent-Search-Solution/Module-Introduction/page.md)
* [Azure AI Search](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Implementing-an-Intelligent-Search-Solution/Azure-AI-Search/page.md)
* [Enrichment Pipeline](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Implementing-an-Intelligent-Search-Solution/Enrichment-Pipeline/page.md)

## Create a Custom Skill for Azure AI Search

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Create-a-Custom-Skill-for-Azure-AI-Search/Module-Introduction/page.md)
* [What Are Custom Skills](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Create-a-Custom-Skill-for-Azure-AI-Search/What-Are-Custom-Skills/page.md)
* [Custom Skill Interfaces](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Create-a-Custom-Skill-for-Azure-AI-Search/Custom-Skill-Interfaces/page.md)
* [Adding a Custom Skill to a Skillset](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Create-a-Custom-Skill-for-Azure-AI-Search/Adding-a-Custom-Skill-to-a-Skillset/page.md)

## Creating a Knowledge Store

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Creating-a-Knowledge-Store/Module-Introduction/page.md)
* [What Is Knowledge Store](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Creating-a-Knowledge-Store/What-Is-Knowledge-Store/page.md)
* [Using the Shaper Skill for Projections](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Creating-a-Knowledge-Store/Using-the-Shaper-Skill-for-Projections/page.md)
* [Implementing a Knowledge Store](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Creating-a-Knowledge-Store/Implementing-a-Knowledge-Store/page.md)

## Develop a Document Intelligence Solution

* [Module Introduction](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Document-Intelligence-Solution/Module-Introduction/page.md)
* [Document Intelligence Service](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Document-Intelligence-Solution/Document-Intelligence-Service/page.md)
* [Working with Document Intelligence Service](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Document-Intelligence-Solution/Working-with-Document-Intelligence-Service/page.md)
* [Training Custom Models](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Document-Intelligence-Solution/Training-Custom-Models/page.md)
* [Accuracy and Confidence Scores](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Document-Intelligence-Solution/Accuracy-and-Confidence-Scores/page.md)
* [Analyzing Documents Using Custom Model](/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate/Develop-a-Document-Intelligence-Solution/Analyzing-Documents-Using-Custom-Model/page.md)


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