AI-102: Microsoft Certified Azure AI Engineer Associate

Certification

Cloud

Azure

AI-102: Microsoft Certified Azure AI Engineer Associate

Deploy Azure AI solutions for computer vision, NLP, generative AI, and knowledge mining to ace the AI-102 certification.

Rithin Skaria

Author | Speaker | Trainer (MCT)

AI-102: Microsoft Certified Azure AI Engineer Associate

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Lessons

Challenges

117

Topics

What you’ll learn

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Description

Accelerate your career in Artificial Intelligence with the industry-leading Azure AI platform!

The Microsoft Certified: Azure AI Engineer Associate (AI-102) course is your comprehensive pathway to mastering Azure’s powerful suite of AI technologies and acing the AI-102 certification exam. Designed for both AI newcomers and experienced developers, this immersive program empowers you to build, deploy, and manage cutting-edge AI solutions using Microsoft Azure.

Why choose Azure AI?

More than 95% of Fortune 500 companies run on Azure. Organizations worldwide rely on Azure AI to drive innovation, analyze complex data, and deliver real-time business insights in areas like healthcare and customer service. As AI transforms industries, Azure AI Engineers are in higher demand than ever.

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What you’ll learn:

AI Fundamentals & Azure Ecosystem:

Begin with an introduction to AI concepts and the Azure AI platform. Understand the ecosystem of services and tools available within Azure and how to select the right solution for any business challenge.

Computer Vision:

Explore computer vision with Azure AI Vision. Develop solutions to analyze images and videos, detect objects, extract text, and recognize faces—skills sought after in retail, security, and healthcare.

Natural Language Processing (NLP):

Harness Azure’s NLP services to analyze text, translate languages, detect sentiment, and build conversational AI bots. Enable seamless human-machine communication and develop intelligent applications for real-world scenarios.

Generative AI with Azure OpenAI Service:

Dive into large language models. Learn to create applications that generate natural language, summarize content, and power dynamic chatbots—unlocking innovative possibilities for your projects.

Knowledge Mining:

Transform data chaos into actionable insights with Azure Cognitive Search and AI-driven knowledge mining. Extract value from unstructured documents, images, and databases to drive smarter business decisions.

Automation & Document Intelligence:

Streamline business workflows with Azure AI Document Intelligence. Learn to automate document processing, extract structured information from forms, and boost organizational efficiency.

Who should take this course?

This course is ideal for developers, data analysts, IT professionals, or anyone ready to specialize in AI using the Microsoft Azure platform—no prior experience in AI required.

Ready to build intelligent solutions and transform your future with AI?

Let’s begin your Azure AI journey—enroll now and step boldly into the world of Artificial Intelligence!

About the instructor

Rithin Skaria, with over 9 years of experience, is a Cloud Solution Architect at Microsoft Qatar. He is proficient in Azure, AWS, and Openstack Cloud, and has deep expertise in virtualization and hypervisors like Hyper-V and VMWare.

Skaria is also skilled in Linux, certified as LFCE and LFCS, and has practical experience in Docker and Kubernetes. His career includes authoring Azure-related publications and delivering technical training, highlighting his commitment to cloud technology innovation and education.

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Course Content

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Introduction

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Lesson Content

Module Content

Course Introduction 04:15

Certification Details 06:02

GitHub Repository

How to Reach Out to KodeKloud and Engage with the Community

Introduction to AI and Azure AI Services

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Lesson Content

Module Content

Module Introduction 01:16

What Is Artificial Intelligence? 06:07

Responsible AI Considerations 03:41

Azure Machine Learning 03:07

Azure AI Services 03:24

Azure AI Search 03:10

Quiz: Introduction to AI and AI Services

Get Started with Azure AI Services

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Lesson Content

Module Content

Module Introduction 01:10

Deploying Azure AI Services 08:31

Working with Azure AI Services 07:54

Quiz: Get Started with Azure AI Services

Using Azure AI Services for Enterprise Applications

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Lesson Content

Module Content

Module Introduction 01:09

Securing Azure AI Services 03:47

Monitoring Azure AI Services 04:21

Containerizing Azure AI Services 06:55

Analyze and Manipulate Images

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Lesson Content

Module Content

Module Introduction 01:23

Image Analysis Using Azure AI Vision 06:08

Working with Image Analysis 11:18

OCR Using Azure AI Vision 03:24

Quiz: Analyze and Manipulate Images (Azure AI Vision)

Detecting Faces with the Azure AI Vision

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Lesson Content

Module Content

Module Introduction 01:01

Face Detection, Analysis and Recognition 05:13

Considerations for Face Detection and Recognition 01:48

Face Service 06:20

Face Detection Using Azure AI Vision 07:19

Quiz: Detecting Faces with Azure AI Vision

Custom Vision Models with Azure AI Custom Vision

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Lesson Content

Module Content

Module Introduction 01:19

Custom Vision Model 03:29

Image Classification and Object Detection 03:28

Training Custom Models 11:50

Quiz: Custom Vision Models with Azure AI Custom Vision

Analyzing Videos

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Lesson Content

Module Content

Module Introduction 00:33

Video Indexer 07:15

Building Insights 03:59

Quiz: Analyzing Videos with Azure Video Indexer

Analyzing Text

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Lesson Content

Module Content

Module Introduction 01:31

Azure AI Language Services 02:44

Working with Azure AI Language Services 23:10

Translating Text

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Lesson Content

Module Content

Module Introduction 01:12

Translator Service 03:01

Working with Translator Service 03:50

Custom Translation 02:26

Quiz: Translating Text (Translator Service)

Develop a Question Answering Solution

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Lesson Content

Module Content

Module Introduction 01:26

Introduction to QnA 08:39

Working with Question Answering 08:09

Fine Tuning Question Answering Performance 03:40

Quiz: Develop a Question Answering Solution

Develop a Conversational Language Understanding App

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Lesson Content

Module Content

Module Introduction 01:51

What Is Language Understanding? 03:17

Intents, Utterances and Entities 04:20

Azure AI Language Capabilities 14:44

Training, Testing, Publishing, and Reviewing 03:59

Quiz: Develop a Conversational Language Understanding App

Custom Classification and Named Entity Extraction

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Lesson Content

Module Content

Module Introduction 01:26

Custom Text Classification 09:02

Custom Named Entity Recognition 07:23

Review and Improve Model 02:59

Quiz: Custom Classification and Named Entity Extraction

Speech Recognition, Translation, and Synthesis

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Lesson Content

Module Content

Module Introduction 01:08

Speech Service 01:41

Speech-to-Text and Text-to-Speech 13:03

Audio Format and Voices 05:26

Speech Synthesis Markup Language (SSML) 05:17

Translating Speech to Text 10:34

Quiz: Speech Recognition, Translation, and Synthesis

Get Started with Azure OpenAI Service

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Lesson Content

Module Content

Module Introduction 01:01

What Is Generative AI? 02:16

Deploying an Azure OpenAI Resource 03:42

AI Foundry Portal 05:23

Deploying Generative AI Models 04:01

Using Prompts to Get Completions and Testing Models 04:29

Quiz: Get Started with Azure OpenAI Service

Develop Apps with Azure OpenAI Service

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Lesson Content

Module Content

Module Introduction 01:08

Integrating Azure OpenAI into Your App 01:23

Using the Azure OpenAI REST API 07:46

Using Language Specific SDKs 03:43

Quiz: Develop Apps with Azure OpenAI Service

Apply Prompt Engineering

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Lesson Content

Module Content

Module Introduction 00:38

What Is Prompt Engineering? 04:09

Using Prompt Engineering 02:21

Providing Clear Instructions 06:33

Using System Messages 02:06

Conversation History 03:12

Chain of Thought 03:49

Quiz: Apply Prompt Engineering

Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service

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Lesson Content

Module Content

Module Introduction 01:01

What Is RAG? 01:35

How Azure OpenAI Can Use Your Data? 06:42

Working with Custom Data Sources 09:38

Quiz: Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service

Implementing an Intelligent Search Solution

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Lesson Content

Module Content

Module Introduction 00:50

Azure AI Search 05:15

Enrichment Pipeline 12:40

Quiz: Implementing an Intelligent Search Solution

Create a Custom Skill for Azure AI Search

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Lesson Content

Module Content

Module Introduction 00:55

What Are Custom Skills? 04:12

Custom Skill Interfaces 03:11

Adding a Custom Skill to a Skillset 10:14

Quiz: Create a Custom Skill for Azure AI Search

Creating a Knowledge Store

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Lesson Content

Module Content

Module Introduction 01:00

What Is Knowledge Store? 03:29

Using the Shaper Skill for Projections 02:02

Implementing a Knowledge Store 09:20

Quiz: Creating a Knowledge Store

Develop a Document Intelligence Solution

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Lesson Content

Module Content

Module Introduction 00:59

Document Intelligence Service 04:42

Working with Document Intelligence Service 09:56

Training Custom Models 08:03

Accuracy and Confidence Scores 02:23

Analyzing Documents Using Custom Model 01:41

Quiz: Develop a Document Intelligence Solution

Mock Exams

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Module Content

Mock Exam

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