1 - Fundamental AI Concepts

Understand machine learning
Understand computer vision
Understand natural language processing
Understand document intelligence and knowledge mining
Understand generative AI
Challenges and risks with AI
Understand Responsible AI

2 - Fundamentals of machine learning

What is machine learning?
Types of machine learning
Regression
Binary classification
Multiclass classification
Clustering
Deep learning
Azure Machine Learning

3 - Fundamentals of Azure AI services

AI services on the Azure platform
Create Azure AI service resources
Use Azure AI services
Understand authentication for Azure AI services

4 - Fundamentals of Computer Vision

Images and image processing
Machine learning for computer vision
Azure AI Vision

5 - Fundamentals of Facial Recognition

Understand Face analysis
Get started with Face analysis on Azure

6 - Fundamentals of optical character recognition

Get started with Azure AI Vision
Get started with Vision Studio on Azure

7 - Fundamentals of Text Analysis with the Language Service

Understand Text Analytics
Get started with text analysis

8 - Fundamentals of question answering with the Language Service

Understand question answering
Get started with the Language service and Azure Bot Service

9 - Fundamentals of conversational language understanding

Describe conversational language understanding
Get started with conversational language understanding in Azure

10 - Fundamentals of Azure AI Speech

Understand speech recognition and synthesis
Get started with speech on Azure

11 - Fundamentals of Azure AI Document Intelligence

Explore capabilities of document intelligence
Get started with receipt analysis on Azure

12 - Fundamentals of Knowledge Mining and Azure AI Search

What is Azure AI Search?
Identify elements of a search solution
Use a skillset to define an enrichment pipeline
Understand indexes
Use an indexer to build an index
Persist enriched data in a knowledge store
Create an index in the Azure portal
Query data in an Azure AI Search index

13 - Fundamentals of Generative AI

What is generative AI?
What are language models?
Using language models
What are copilots?
Microsoft Copilot
Considerations for Copilot prompts
Extending and developing copilots

14 - Fundamentals of Azure OpenAI Service

What is generative AI
Describe Azure OpenAI
How to use Azure OpenAI
Understand OpenAI's natural language capabilities
Understand OpenAI code generation capabilities
Understand OpenAI's image generation capabilities
Describe Azure OpenAI's access and responsible AI policies

15 - Fundamentals of Responsible Generative AI

Plan a responsible generative AI solution
Identify potential harms
Measure potential harms
Mitigate potential harms
Operate a responsible generative AI solution