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 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 with Azure Cognitive Search

• What is Azure Cognitive 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 Cognitive Search index

13 – Fundamentals of Generative AI

• What is generative AI?
• Large language models
• What is Azure OpenAI?
• What are copilots?
• Improve generative AI responses with prompt engineering

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