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AI-102: Designing and Implementing a Microsoft Azure AI Solution

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86 Students Enrolled 74 Lectures 05:55:00 Hours

Curriculum For This Course

Plan and Manage an Azure Cognitive Services Solution

5Lectures

Time 00:24:00

Create a Cognitive Services resource

6Lectures

Time 00:27:00

Plan and configure security for a Cognitive Services

3Lectures

Time 00:14:00

Plan and implement Cognitive Services containers

1Lectures

Time 00:05:00

Implement Computer Vision Solutions

8Lectures

Time 00:34:00

Computer Vision Text and Form Detection

3Lectures

Time 00:07:00

Extract Facial Information from Images

4Lectures

Time 00:30:00

Image Classification with Custom Vision

3Lectures

Time 00:16:00

Object Detection with Custom Vision

3Lectures

Time 00:13:00

Analyze video by using Video Indexer

2Lectures

Time 00:11:00

Implement Natural Language Processing Solutions

6Lectures

Time 00:21:00

Manage speech by using the Speech Service

2Lectures

Time 00:11:00

Translate language

3Lectures

Time 00:10:00

LUIS - Language Understanding Service

4Lectures

Time 00:28:00

Implement Knowledge Mining Solutions

2Lectures

Time 00:10:00

Implement Conversational AI Solutions

7Lectures

Time 00:32:00

Create a bot by using the Bot Framework SDK

7Lectures

Time 00:39:00

Create a bot by using the Bot Framework Composer

5Lectures

Time 00:23:00

Plan and Manage an Azure Cognitive Services Solution
	1. Overview of Cognitive Services	7:00
	2. Cognitive Services for a Vision Solution	6:00
	3. Cognitive Services for a Language Analysis Solution	5:00
	4. Cognitive Services for a Decision Support Solution	3:00
	5. Cognitive Services for a Speech Solution	3:00

Create a Cognitive Services resource
	1. Cognitive Services API Overview	3:00
	2. Create a Cognitive Services Account	7:00
	3. Cognitive Service Endpoint and Keys	5:00
	4. Create Alerts for Cognitive Services	4:00
	5. Monitor Metrics for Cognitive Services	4:00
	6. Configure Diagnostics for Cognitive Services	4:00

Plan and configure security for a Cognitive Services
	1. Cognitive Services Security	6:00
	2. Responsible AI Principles	5:00
	3. Implement a Privacy Policy with Azure Policy	3:00

Plan and implement Cognitive Services containers
	1. Overview of Containerized Azure Cognitive Services	5:00

Implement Computer Vision Solutions
	1. Overview of Computer Vision Services	5:00
	2. Identify Tags in an Image	4:00
	3. Retrieve Image Description	2:00
	4. Identify Landmarks and Celebrities	4:00
	5. Identify Brands in Images	2:00
	6. Moderate Adult Content	3:00
	7. Generate Thumbnails	3:00
	8. Computer Vision Service using Visual Studio 2019 and C#	11:00

Computer Vision Text and Form Detection
	1. NOTE Exam Changes July 29, 2021	1:00
	2. Computer Vision Text Detection - Handwritten and OCR	4:00
	3. Computer Vision Form Detection	2:00

Extract Facial Information from Images
	1. Detect and Match Faces in an Image	6:00
	2. Recognize Faces in an Image	6:00
	3. Extract Facial Attributes	4:00
	4. Face API using Visual Studio 2019 and C#	14:00

Image Classification with Custom Vision
	1. Create the Custom Vision Service in Azure	4:00
	2. Train a Custom Vision Classification Model in the Portal	8:00
	3. Train a Custom Vision Classification Model using Python SDK	4:00

Object Detection with Custom Vision
	1. Train a Custom Vision Object Detection Model in the Portal	7:00
	2. Train a Custom Vision Object Detection Model in the SDK	3:00
	3. Custom Vision Object Detection using Visual Studio 2019 and C#	3:00

Analyze video by using Video Indexer
	1. Overview of the Video Indexer Service	5:00
	2. Video Indexer In Action	6:00

Implement Natural Language Processing Solutions
	1. Overview of Natural Language Processing Services	3:00
	2. Extract Key Phrases using Text Analytics	3:00
	3. Extract Entity Information using Text Analytics	6:00
	4. Extract Sentiment using Text Analytics	4:00
	5. Detect Language using Text Analytics	2:00
	6. Text Analytics Entity Recognition using Visual Studio 2019 and C#	3:00

Manage speech by using the Speech Service
	1. Implement Text-to-Speech Using the Speech Service	8:00
	2. Implement Speech-to-Text Using the Speech Service	3:00

Translate language
	1. Azure Translator Services	5:00
	2. Speech-to-Speech Audio Translation	3:00
	3. Speech-to-Text Translation	2:00

LUIS - Language Understanding Service
	1. Overview of LUIS	4:00
	2. Using the LUIS Portal - LUIS.ai	10:00
	3. Creating a LUIS App Using the Portal	7:00
	4. Creating a LUIS App Using the SDK	7:00

Implement Knowledge Mining Solutions
	1. Overview of Azure Cognitive Search	4:00
	2. Implement a Cognitive Search solution	6:00

Implement Conversational AI Solutions
	1. Overview of QnA Maker	3:00
	2. Create QnA Maker Resource	4:00
	3. Create QnA Maker Knowledgebase	8:00
	4. Edit Knowledgebase	5:00
	5. Create Web Chat Bot for Qna Maker	4:00
	6. Test Chat Bot	5:00
	7. Publish QnA Bot to Channels	3:00

Create a bot by using the Bot Framework SDK
	1. Overview of the Bot Framework SDK	4:00
	2. Our first Framework Bot - EchoBot	9:00
	3. And our second Bot - WelcomeBot	5:00
	4. Using Bot Dialogs	6:00
	5. Bot Framework Adaptive Cards	6:00
	6. Tracking Events with Application Insights	4:00
	7. Integrating with Other Cognitive Services	5:00

Create a bot by using the Bot Framework Composer
	1. Overview of Bot Composer	7:00
	2. Test a Bot Composer Chat Bot	2:00
	3. Add Additional Dialogs in Bot Composer	4:00
	4. Test a Bot using Bot Emulator	3:00
	5. Publish a Bot	7:00

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AI-102: Designing and Implementing a Microsoft Azure AI Solution

Curriculum For This Course

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