Module 1 : Fundamental AI Concepts

• In this module, you'll learn about the kinds of solutions AI can make possible and considerations for responsible AI practices.

Module 2 : Fundamentals of machine learning

• Describe core concepts of machine learning
• Identify different types of machine learning
• Describe considerations for training and evaluating machine learning models
• Describe core concepts of deep learning
• Use automated machine learning in Azure Machine Learning service

Module 3 : Fundamentals of Azure AI services

• Understand applications Azure AI services can be used to build
• Understand how to access Azure AI services in the Azure portal
• Understand how to use Azure AI services keys and endpoint for authentication
• Create and use an Azure AI services resource in a Content Safety Studio setting

Module 4 : Fundamentals of Computer Vision

• Learn how to use the Azure AI Vision service to analyze images.

Module 5 : Fundamentals of Facial Recognition

• Learn how to use Azure AI Face service to detect and analyze faces in images.

Module 6 : Fundamentals of optical character recognition

• Learn how to read text in images with Azure AI Vision.

Module 7 : Fundamentals of Text Analysis with the Language Service

• Learn how to use Azure AI Language for text analysis

Module 8 : Fundamentals of question answering with the Language Service

• After completing this module, you'll be able to understand how to use Azure AI Language and Azure AI Bot Service to create a bot.

Module 9 : Fundamentals of conversational language understanding

• Learn what conversational language understanding is.
• Learn about key features, such as intents and utterances.
• Build and publish a natural-language machine-learning model.

Module 10 : Fundamentals of Azure AI Speech

• Learn about speech recognition and synthesis
• Learn how to use Azure AI Speech

Module 11 : Fundamentals of Azure AI Document Intelligence

• Learn how to use the prebuilt receipt processing capabilities of Azure AI Document Intelligence.

Module 12 : Fundamentals of Knowledge Mining and Azure AI Search

• Explore Azure AI Search
• Create an Azure AI Search index
• Import data to the index
• Query the Azure AI Search index

Module 13 : Fundamentals of Generative AI

• Understand generative AI's place in the development of artificial intelligence
• Understand large language models and their role in intelligent applications
• Describe how Azure OpenAI supports intelligent application creation
• Describe examples of copilots and good prompts

Module 14 : Fundamentals of Azure OpenAI Service

• Describe Azure OpenAI workloads and access the Azure OpenAI Service
• Understand generative AI models
• Understand Azure OpenAI's language, code, and image capabilities
• Understand Azure OpenAI's responsible AI practices and limited access policies

Module 15 : Fundamentals of Responsible Generative AI

• Describe an overall process for responsible generative AI solution development
• Identify and prioritize potential harms relevant to a generative AI solution
• Measure the presence of harms in a generative AI solution
• Mitigate harms in a generative AI solution
• Prepare to deploy and operate a generative AI solution responsibly