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Microsoft AI Bootcamp for Educators – Azure AI Fundamentals

The Microsoft Artificial Intelligence (AI) Bootcamp for Educators is designed to provide educators and faculty from higher-education institutions, technical colleges, and other post-secondary...

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Course Code MSLEAIBOOTCAMPFUN
Duration 1 day
Available Formats Classroom

The Microsoft Artificial Intelligence (AI) Bootcamp for Educators is designed to provide educators and faculty from higher-education institutions, technical colleges, and other post-secondary institutions with the knowledge and skills to include AI-related training in their courses and programs of study. The AI Bootcamp for Educators trains educators and faculty on how to best deliver the AI- 900: Microsoft Azure AI Fundamentals course to enhance or develop an AI training program to empower students with the job skills needed to succeed in an AI-driven job market and provides an overview of the Microsoft Learn for Educators (MSLE) program, benefits, resources, content related to AI, and how to join.

Course Details

Outline

  • Fundamental AI Concepts
    • Introduction to AI
    • 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
    • Knowledge check
  • Fundamentals of machine learning
    • What is machine learning?
    • Types of machine learning
    • Regression
    • Binary classification
    • Multiclass classification
    • Clustering
    • Deep learning
    • Azure Machine Learning
    • Exercise - Explore Automated Machine Learning in Azure Machine Learning
    • Knowledge check
  • 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
    • Exercise - Explore Azure AI Services
    • Knowledge check
  • Fundamentals of Computer Vision
    • Images and image processing
    • Machine learning for computer vision
    • Azure AI Vision
    • Exercise - Analyze images in Vision Studio
    • Knowledge check
  • Fundamentals of Facial Recognition
    • Understand facial analysis
    • Get started with facial analysis on Azure
    • Exercise - Detect faces in Vision Studio
    • Knowledge check
  • Fundamentals of optical character recognition
    • Get started with Azure AI Vision
    • Get started with Vision Studio on Azure
    • Exercise - Read text in Vision Studio
    • Knowledge check
  • Fundamentals of Text Analysis with the Language Service
    • Understand Text Analytics
    • Get started with text analysis
    • Exercise - Analyze text with Language Studio
    • Knowledge check
  • Fundamentals of question answering with the Language Service
    • Understand question answering
    • Get started with custom question answering
    • Exercise - Use question answering with Language Studio
    • Knowledge check
  • Fundamentals of conversational language understanding
    • Describe conversational language understanding
    • Get started with conversational language understanding in Azure
    • Exercise - Use Conversational Language Understanding with Language Studio
    • Knowledge check
  • Fundamentals of Azure AI Speech
    • Understand speech recognition and synthesis
    • Get started with speech on Azure
    • Use Azure AI Speech
    • Exercise - Explore Speech Studio
    • Knowledge check
  • Fundamentals of language translation
    • Understand translation concepts
    • Understand translation in Azure
    • Get started with translation in Azure
    • Exercise - Explore Azure AI Translator
    • Knowledge check
  • Fundamentals of Azure AI Document Intelligence
    • Explore capabilities of document intelligence
    • Understand Azure AI Document Intelligence capabilities
    • Exercise - Extract form data in Document Intelligence Studio
    • Knowledge check
  • Fundamentals of Knowledge Mining and Azure AI Search
    • What is Azure AI Search?
    • Identify elements of a search solution
    • Create an index in the Azure portal
    • Query data in an Azure AI Search index
    • Exercise - Explore an Azure AI Search index (UI)
    • Knowledge check
  • Fundamentals of Generative AI
    • What is generative AI?
    • What are language models?
    • Using language models
    • Copilot and AI agents
    • Understand Microsoft Copilot
    • Considerations for prompts
    • Extending and developing copilot-like agents
    • Exercise - Explore Microsoft Copilot
    • Knowledge check
  • Introduction to Azure AI Foundry
    • What is Azure AI Foundry?
    • How does Azure AI Foundry work
    • When to use Azure AI Foundry
    • Exercise - Explore the Azure AI Foundry portal
    • Knowledge check
  • Responsible generative AI
    • Plan a responsible generative AI solution
    • Identify potential harms
    • Measure potential harms
    • Mitigate potential harms
    • Operate a responsible generative AI solution
    • Exercise - Explore content filters in Azure AI Studio
    • Knowledge check
  • Introduction to Microsoft Learn for Educators program
    • Evaluate Microsoft Learn for Educators, and why join?
    • Examine what is included in Microsoft Learn for Educators
    • Define the resources and benefits for my students
    • Demonstrate how to join Microsoft Learn for Educators
    • Knowledge check