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AI-102: Microsoft Azure AI Engineer Associate
AI-102 Microsoft Azure AI Solution Complete Exam Prep 2024

AI-102 Microsoft Azure AI Solution Complete Exam Prep 2024

Loại khoá học: IT Certifications

Learn how to use Azure Cognitive Services to add AI to your own applications

image
50.000 VND
110 VND
Đầy Đủ Bài Giảng
Học Online Tiện Lợi
Kích Hoạt Nhanh 2-5 Phút
Thanh toán tự động
Được phép tải xuống

Tổng quan

Nội dung khoá học

Đánh giá

Mô tả

Covers the requirements of the AI-102 Exam, Designing and Implementing a Microsoft Azure AI Solution.

Course updated continuously since launch, adding new quizzes and resources.

Videos have been revised several times since launch. New videos were added to the course in January 2024.

Candidates for Exam AI-102 should have subject-matter expertise in building, managing, and deploying AI solutions that leverage Azure Cognitive Services, Azure Cognitive Search, and Microsoft Bot Framework.

Candidates for this exam should be proficient in C# or Python and should be able to use REST-based APIs and SDKs to build computer vision, natural language processing, knowledge mining, and conversational AI solutions on Azure. They should also understand the components that make up the Azure AI portfolio and the available data storage options. Plus, candidates need to understand and be able to apply responsible AI principles.

This exam measures your ability to accomplish the following technical tasks: plan and manage an Azure AI solution, Implement content moderation solutions, Implement computer vision solutions, Implement natural language processing solutions, Implement knowledge mining and document intelligence solutions, and Implement generative AI solutions


  • Plan and manage an Azure AI solution (15–20%)

  • Implement content moderation solutions (10–15%)

  • Implement computer vision solutions (15–20%)

  • Implement natural language processing solutions (30–35%)

  • Implement knowledge mining and document intelligence solutions (10–15%)

  • Implement generative AI solutions (10–15%)

Taught by Scott Duffy, the number one instructor of Microsoft Azure on Udemy.


Microsoft, Windows, and Microsoft Azure are either registered trademarks or trademarks of Microsoft Corporation in the United States and/or other countries. This course is not certified, accredited, affiliated with, nor endorsed by Microsoft Corporation.


Bạn sẽ học được gì

Know how to implement solutions for the Microsoft Azure AI platform

Pass the Microsoft AI-102 Microsoft Azure AI Engineer test the first time

Achieve the Azure AI Engineer Associate badge

Understand the main concepts of Azure Cognitive Services, beyond the ones you normally use

Be up-to-date on the latest updates to this ever-changing platform

Yêu cầu

  • A free or paid subscription to Microsoft Azure
  • Excitement to learn Microsoft's constantly growing cloud platform
  • Ideally, previous experience with Visual Studio
  • Previous coding experience in C# or similar language

Nội dung khoá học

39 sections

Welcome to the Course

5 lectures
Hello and Welcome to AI-102
00:53
Exam Requirements for AI-102
08:07
Quick Demo: Using Cognitive Services for Language (was Text Analytics) in .NET
06:24
Udemy Video Player Tips
01:05
IMPORTANT NOTE!!!! 2024 COURSE NOW AVAILABLE
00:32

Course Resources

5 lectures
Course Official Study Guide and SDK Reference PDFs
00:21
Installing Python and Pycharm
04:31
Where to Find the Code
00:04
Resources for AI, Cognitive Services, and This Course
00:11
Designing and Implementing a Microsoft Azure AI Solution
57 questions

Select the appropriate Azure AI service

5 lectures
Overview of Azure AI Services (formerly Cognitive Services)
04:07
Azure AI Vision Services (formerly Cognitive Services for Vision)
05:22
Azure AI Language Services (formerly Cognitive Services for Language)
04:31
Azure AI Decision Services (formerly Cognitive Services for Decision)
04:18
Azure AI Speech Services (formerly Cognitive Services for Speech)
05:50

Create and manage an Azure AI service

8 lectures
Cognitive Services API Overview
03:16
Create a Computer Vision Service
04:04
Cognitive Service Endpoint and Keys
04:19
Create Alerts for Cognitive Services
05:46
Monitor Metrics for Cognitive Services
03:30
Configure Diagnostics for Cognitive Services
10:52
Create a Multi-Service Cognitive Services Resource
05:15
Manage Costs for Azure AI Services
07:17

Plan and configure security for Azure AI services

3 lectures
Cognitive Services Virtual Network Security
05:54
Manage authentication (Role-Based Access Control)
03:53
Responsible AI Principles
05:05

Deploy Azure AI services

3 lectures
Determine a default endpoint for a service
02:50
Continuous integration/continuous deployment (CI/CD) pipeline
03:49
Overview of Containerized Azure Cognitive Services
04:33

Create solutions to detect anomalies and improve content

7 lectures
Create a solution that uses Anomaly Detector
08:14
Anomaly Detector Demo Website
04:11
Create a solution that uses Azure Content Moderator
09:15
Create a solution that uses Personalizer
06:25
Azure Personalizer Demo
10:08
Create a solution that uses Azure Metrics Advisor
08:37
Create a solution that uses Azure Immersive Reader
04:33

Implement Computer Vision Solutions

8 lectures
Overview of Computer Vision Services
00:53
Identify Tags in an Image
03:41
Retrieve Image Description
02:07
Identify Landmarks and Celebrities
04:10
Identify Brands in Images
01:58
Moderate Adult Content
03:08
Generate Thumbnails
02:40
Computer Vision Service using Visual Studio 2019 and C#
11:04

Computer Vision Text and Form Detection

4 lectures
*NOTE* Exam Changes July 29, 2021
00:08
Computer Vision Text Detection - Handwritten and OCR
03:38
Computer Vision Form Detection
02:18
Handwriting OCR using Visual Studio 2019 and C#
04:02

Extract Facial Information from Images

4 lectures
Detect and Match Faces in an Image
05:48
Recognize Faces in an Image
05:57
Extract Facial Attributes
04:09
Face API using Visual Studio 2019 and C#
13:43

Image Classification with Custom Vision

3 lectures
Create the Custom Vision Service in Azure
04:19
Train a Custom Vision Classification Model in the Portal
07:47
Train a Custom Vision Classification Model using Python SDK
04:18

Object Detection with Custom Vision

3 lectures
Train a Custom Vision Object Detection Model in the Portal
06:47
Train a Custom Vision Object Detection Model in the SDK
03:08
Custom Vision Object Detection using Visual Studio 2019 and C#
03:13

Analyze video by using Video Indexer

2 lectures
Overview of the Video Indexer Service
04:34
Video Indexer In Action
04:24

Implement Natural Language Processing Solutions

6 lectures
Overview of Natural Language Processing Services
05:19
Extract Key Phrases using Cognitive Services for Language (was Text Analytics)
03:06
Extract Entity Information using Cognitive Services for Language (was Text Analy
05:13
Extract Sentiment using Cognitive Services for Language (was Text Analytics)
04:01
Detect Language using Cognitive Services for Language (was Text Analytics)
01:38
Language Services Entity Recognition using Visual Studio 2019 and C#
03:10

Manage speech by using the Speech service

2 lectures
Implement Text-to-Speech Using the Speech Service
08:06
Implement Speech-to-Text Using the Speech Service
03:17

Translate language

3 lectures
Azure Translator Services
05:28
Speech-to-Speech Audio Translation
03:25
Speech-to-Text Translation
02:08

LUIS - Language Understanding Service

4 lectures
Overview of LUIS
04:02
Using the LUIS Portal - LUIS.ai
09:33
Creating a LUIS App Using the Portal
06:42
Creating a LUIS App Using the SDK
06:37

Implement Knowledge Mining Solutions

2 lectures
Overview of Azure Cognitive Search
04:55
Implement a Cognitive Search solution
05:52

Create a question answering solution

6 lectures
Create QnA Maker Resource
03:42
Create QnA Maker Knowledgebase
07:38
Edit Knowledgebase
04:33
Create Web Chat Bot for Qna Maker
04:18
Test Chat Bot
04:52
Publish QnA Bot to Channels
03:06

Design and implement conversation flow

1 lectures
Overview of conversational AI solutions
02:05

Create a bot by using the Bot Framework SDK

7 lectures
Overview of the Bot Framework SDK
03:59
Our first Framework Bot - EchoBot
09:19
And our second Bot - WelcomeBot
05:16
Using Bot Dialogs
05:41
Bot Framework Adaptive Cards
06:14
Tracking Events with Application Insights
04:27
Integrating with Other Cognitive Services
04:32

Create a bot by using the Bot Framework Composer

5 lectures
Overview of Bot Composer
05:25
Test a Bot Composer Chat Bot
01:25
Add Additional Dialogs in Bot Composer
02:56
Test a Bot using Bot Emulator
02:29
Publish a Bot
05:23

2024 NEW COURSE - AI-102 Microsoft Azure AI Solution Exam

3 lectures
Welcome to the new course!
03:15
Exam requirements
05:35
Exam resources
00:15

2024 NEW COURSE - Select the appropriate Azure AI service

6 lectures
Computer vision solution
07:31
Natural language processing (NLP) solution
06:56
Speech solution
02:16
Generative AI solution
04:54
Document intelligence solution
03:19
Knowledge mining solution
03:41

2024 NEW COURSE - Plan, create and deploy an Azure AI service

5 lectures
Responsible AI principles
08:10
Create an Azure AI resource
07:11
Default endpoint for an Azure AI service
02:57
Azure AI Services Continuous integration and continuous delivery (CI/CD)
07:41
Azure AI Services container deployment
07:04

2024 NEW COURSE - Manage, monitor, and secure an Azure AI service

8 lectures
Configure diagnostic logging
06:27
Monitor an Azure AI resource
10:55
Manage costs for Azure AI services
07:09
Manage account keys
05:56
Protect account keys by using Azure Key Vault
08:09
CODE SAMPLE: Retrieve secret from Azure Key Vault
06:03
Manage private communications
05:21
ASSIGNMENT: Official MS Learn Labs
01:47

2024 NEW COURSE - Create solutions for content delivery

2 lectures
Text moderation with Azure AI Content Safety
05:23
Image moderation with Azure AI Content Safety
02:40

2024 NEW COURSE - Analyze images

6 lectures
Azure AI Vision Services Overview
03:57
Select visual features to meet image processing requirements
03:24
Detect objects in images and generate image tags
03:05
AI Vision Services Pricing
01:44
Interpret image processing responses
04:04
Extract text from images using Azure AI Vision
03:57

2024 NEW COURSE - Implement custom computer vision models

7 lectures
Choose between image classification and object detection models
03:51
Label images
08:30
Train a custom image model
02:44
Create and label a test dataset in Azure ML
04:24
Evaluate custom vision model metrics
03:59
Publish a custom vision model
02:56
Consume a custom vision model
01:50

2024 NEW COURSE - Analyze videos

3 lectures
Use Azure AI Video Indexer to extract insights
04:13
Use Azure AI Vision Spatial Analysis to detect presence and movement
05:54
ASSIGNMENT: Official MS Learn Labs
00:57

2024 NEW COURSE - Analyze text by using Azure AI Language

5 lectures
Extract key phrases
08:38
Extract entities
04:15
Determine sentiment of text
07:48
Detect the language used in text
02:50
Detect personally identifiable information (PII) in text
03:06

2024 NEW COURSE - Process speech by using Azure AI Speech

5 lectures
Implement text-to-speech
09:42
Implement speech-to-text
05:22
Speech Synthesis Markup Language (SSML)
06:46
Implement intent recognition
07:34
Implement keyword recognition
06:42

2024 NEW COURSE - Translate language

7 lectures
Translate text and documents by using the Azure AI Translator service
04:58
DEMO: Create an AI Translator Resource
04:57
DEMO: Azure AI Language Studio for Translation
09:52
Implement custom translation
04:19
Translate speech-to-speech by using the Azure AI Speech service
04:44
Translate speech-to-text by using the Azure AI Speech service
02:13
Translate to multiple languages simultaneously
02:33

2024 NEW COURSE - Language Understanding Model using Azure AI Language

6 lectures
Create intents and add utterances
08:21
Create entities
04:06
Use ChatGPT to Create Sample Utterances
01:35
Train and evaluate a conversation language understanding model
05:54
Deploy and test a conversation language understanding model
04:31
Backup and recover language understanding models
03:48

2024 NEW COURSE - Question answering solution by using Azure AI Language

11 lectures
Overview of Custom Question Answering in Azure AI
06:16
Create a question answering project
04:16
Add question-and-answer pairs manually
02:47
Import sources
05:02
Train and test a knowledge base
07:14
Publish a knowledge base
06:30
Create a multi-turn conversation
05:12
Add alternate phrasing
04:19
Add chit-chat to a knowledge base
02:48
Export a knowledge base
01:46
Create a multi-language question answering solution
02:47

2024 NEW COURSE - Implement an Azure AI Search solution

9 lectures
Overview of Azure AI Search
07:08
Provision an Azure AI Search resource
06:25
Create data sources
05:27
Azure AI Search Indexes
08:17
Create an index
08:45
Define a skillset
05:03
Implement custom skills
04:10
Create and run an indexer
04:52
Query an index, including syntax, sorting, filtering, and wildcards
07:09

2024 NEW COURSE - Implement an Azure AI Document Intelligence solution

3 lectures
Overview of AI Document Intelligence
06:21
Provision a Document Intelligence resource
02:25
Use prebuilt models to extract data from documents
05:53

2024 NEW COURSE - Use Azure OpenAI Service to generate content

6 lectures
Overview of Azure OpenAI Services
11:35
Provision an Azure OpenAI Service resource
03:52
Select and deploy an Azure OpenAI model
05:06
Submit prompts to generate natural language
06:10
Submit prompts to generate code
05:19
Use the DALL-E model to generate images
03:13

Wrap-Up

2 lectures
Thank You
01:35
Labs and Bonus Lecture
00:03

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