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Designing and Implementing an Azure AI Solution Certification (AI-100) with Practice Exam
01 Fundamentals of AI engineering in Microsoft Azure (Theory)
01 Fundamentals Of AI Engineering In Microsoft Azure (9:21)
02 Considerations For AI Engineers (8:49)
03 How To Build Responsible AI (3:40)
04 Capabilities Of Azure Machine Learning (5:30)
05 Unique Azure AI Services (2:27)
02 Provision and manage Azure AI Services (Theory and Projects)
01.00 Project Preview - Provision Azure AI Services Resource (1:46)
01.01 Prepare Azure AI Services For Applications (2:54)
01.02 Endpoints And Keys In Azure AI (2:02)
01.03 How Applications Use Azure Through APIs (7:27)
02.00 Sign Up For Azure (1:41)
02.01 Provision an Azure AI Services Resource (5:50)
03.01 Use A Rest Interface With Azure AI Services (11:39)
03.02 Use Python SDK With Azure AI Services (4:38)
Source files
(Prerequisite) What is HTTP
01 What is HTTP (5:35)
02 HTTP Request Types (5:55)
03 Elements of HTTP Requests And Responses (4:19)
Source Code
03 Manage Azure AI Services Security
01 00 Project Preview - Manage Azure AI Services Security (1:20)
01.01 How To Secure Azure AI Services (3:14)
02.01 Manage Azure AI Authentication Keys (11:43)
02.02 Build Key Vault And Secret In Azure Portal (6:21)
02.03 Build Azure Service Principal With CLI (8:43)
Source files
02.04 Regenerate Azure Keys With CLI (3:12)
04 Monitor Azure AI Services
02 Configure An Alert In Azure Portal (3:57)
01 Monitor Azure AI Services (10:53)
03 Trigger Azure Alert With Command Line (6:28)
04 Visualize Azure Metrics And Trigger With Command Line (13:04)
Source files
05 Deploy Azure AI services in containers
01 Introduction To Azure Containers (5:20)
02 Deploy And Run A Text Analytics Container (7:39)
06 Content Moderation with Azure AI
01 Content Moderation With Azure (3:43)
02 Build And Subscribe To A Content Moderator Resource (2:59)
03 Test Text Moderation With API Testing Console (4:41)
07 Build Computer Vision with Azure AI Vision
01.01 What Is Azure AI Vision (3:32)
01 00 Project Preview - Analyze Images With Azure AI Vision (1:46)
01.02 Generate Image Caption With Azure And Python (10:41)
01.03 Analyze Images With Azure AI Vision (5:38)
01.04 Object Detection With Azure And Python (12:11)
01.05 Generate Thumbnail And Moderation With Azure And Python (6:25)
02.00 Project Preview - Classify Images With Azure AI Custom Vision (2:26)
02.01 What Is Azure AI Custom Vision (2:46)
02.02 Classify Images With Azure AI Custom Vision Portal (9:05)
02.03 Test Model With Azure AI Custom Vision Portal (2:04)
03.01 Upload Images With Azure Ai Custom Vision In Python (9:45)
03.02 Train Azure AI Custom Vision Classifier With Python (2:08)
03.03 Test Azure AI Custom Vision Classifier With Python (5:57)
Source files
08 Facial detection with Azure AI
00 Project Preview - Facial Detection With Azure AI (2:46)
01 Facial Analysis With Azure AI (4:19)
02 Detect Faces With Azure AI Vision And Python (10:15)
03 Facial Detection With Azure AI Face And Python (11:16)
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09 Video Analysis with Azure AI
01.01 What Is Azure Video Indexer (3:46)
01.02 Upload A Video To Video Analyzer (2:23)
01.03 View Video Insights With Azure AI Video Indexer (2:52)
02.01 Use Video Analyzer Widgets In Web App (2:56)
03.01 Get API Credentials For Video Analyzer (3:03)
03.02A Install Powershell (1:47)
03.02B Use The Video Analyzer Rest API (4:21)
Source files
10 Text Analysis with Azure AI
01 01 What Is Azure AI Language (6:03)
01.02 Set Up Python Project For Azure AI Language API (4:03)
01.03 Analyze Text With Azure AI Language (5:47)
02.01 Question Answering With Azure AI (4:29)
02.02 Build Language Resource For Question Answering (3:18)
02.03 Build Knowledge Base In Language Studio (4:35)
02.04 Test Knowledge Base In Language Studio (6:39)
03.00 Conversational Language Understanding With Azure (9:11)
03.01 Build Conversational Language Understanding Project (7:42)
04.00 Text Classification With Azure (2:35)
04.01 Build Language Resource For Classification (2:26)
04.02 Upload Sample Text For Classification (7:42)
04.03 Build Training Dataset (5:28)
04.04 Test Classifier Model In Azure Language Studio (2:20)
05.01 Build Text Data For Named Entity Recognition (4:59)
05.02 Label Data For Named Entity Recognition (5:08)
05.03 Extract Custom Entities With Azure Language Studio (3:08)
06.01 Choose Target Language With Azure And Python (6:41)
06.02 Detect Language With Azure And Python (3:19)
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11 Implement knowledge mining with Azure Cognitive Search
01.01 What Is Azure Cognitive Search (9:14)
01.02 Use Azure Search Explorer (3:24)
02 01 Custom Skills For Azure AI Search (3:10)
02.02 Knowledge Stores With Azure AI Search (5:53)
02.03 Enrich A Search Index With Language Studio (7:12)
02.04 Advanced Features In Azure Cognitive Search (15:31)
02.05 Components Of Custom Analyzers (16:00)
02.06 Build Search Indexer In Azure Search Service (4:10)
03.01 Azure Machine Learning Custom Skills For Azure Search (1:53)
03.02 Search Data With Azure Data Factory (9:00)
03.03 Maintain An Azure Cognitive Search Solution (8:06)
03.04 Optimize Performance Of Azure Search Index (7:55)
03.05 Improve Azure Search Solution (4:11)
04.01 Better Results With Semantic Search In Azure Search (4:58)
04.02 Improve Results With Vector Search In Azure (6:37)
12 Azure AI Document Intelligence
01 Plan Azure AI Document Intelligence Solution (10:11)
02 Use Prebuilt AI Document Intelligence Models (9:11)
03 Build Azure AI Document Intelligence Custom Skill (4:56)
13 Build Generative AI solutions with Azure OpenAI
02 Prompt Engineering For Azure Openai (12:25)
01 Generative AI Solutions With Azure Openai (5:41)
03 Generate Code With Azure OpenAI (2:56)
04 Use Your Own Data With Azure OpenAI (4:15)
05 Work With Models Responsibly (8:21)
Test Your Knowledge
Practice Exam
04 Use Your Own Data With Azure OpenAI
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