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