Introduction
Introduction to AI and Azure AI Services
- Module Introduction
- What Is Artificial Intelligence
- Responsible AI Considerations
- Azure Machine Learning
- Azure AI Services
- Azure AI Search
Get Started with Azure AI Services
Using Azure AI Services for Enterprise Applications
- Module Introduction
- Securing Azure AI Services
- Monitoring Azure AI Services
- Containerizing Azure AI Services
Analyze and Manipulate Images
- Module Introduction
- Image Analysis Using Azure AI Vision
- Working with Image Analysis
- OCR Using Azure AI Vision
Detecting Faces with the Azure AI Vision
- Module Introduction
- Face Detection Analysis and Recognition
- Considerations for Face Detection and Recognition
- Face Service
- Face Detection Using Azure AI Vision
Custom Vision Models with Azure AI Custom Vision
- Module Introduction
- Custom Vision Model
- Image Classification and Object Detection
- Training Custom Models
Analyzing Videos
Analyzing Text
Translating Text
Develop a Question Answering Solution
- Module Introduction
- Introduction to QnA
- Working with Question Answering
- Fine Tuning Question Answering Performance
Develop a Conversational Language Understanding App
- Module Introduction
- What Is Language Understanding
- Intents Utterances and Entities
- Azure AI Language Capabilities
- Training Testing Publishing and Reviewing
Custom Classification and Named Entity Extraction
- Module Introduction
- Custom Text Classification
- Custom Named Entity Recognition
- Review and Improve Model
Speech Recognition, Translation, and Synthesis
- Module Introduction
- Speech Service
- Speech to Text and Text to Speech
- Audio Format and Voices
- Speech Synthesis Markup Language SSML
- Translating Speech to Text
Get Started with Azure OpenAI Service
- Module Introduction
- What Is Generative AI
- Deploying an Azure OpenAI Resource
- AI Foundry Portal
- Deploying Generative AI Models
- Using Prompts to Get Completions and Testing Models
Develop Apps with Azure OpenAI Service
- Module Introduction
- Integrating Azure OpenAI into Your App
- Using the Azure OpenAI REST API
- Using Language Specific SDKs
Apply Prompt Engineering
- Module Introduction
- What Is Prompt Engineering
- Using Prompt Engineering
- Providing Clear Instructions
- Using System Messages
- Conversation History
- Chain of Thought
Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service
Implementing an Intelligent Search Solution
Create a Custom Skill for Azure AI Search
- Module Introduction
- What Are Custom Skills
- Custom Skill Interfaces
- Adding a Custom Skill to a Skillset
Creating a Knowledge Store
- Module Introduction
- What Is Knowledge Store
- Using the Shaper Skill for Projections
- Implementing a Knowledge Store