AI-900: Introduction to AI in Azure Duration: 1 Day

Course details

Module 1: Introduction to AI Concepts

• Introduction to AI
• Generative AI
• Computer vision
• Speech
• Natural language processing
• Extract data and insights
• Responsible AI
• Module assessment
• Summary

Module 2: Introduction to machine learning concepts

• Introduction
• Machine learning models

Types of machine learning model

• Regression
• Binary classification
• Multiclass classification
• Clustering
• Deep learning
• Exercise - Explore machine learning scenarios
• Module assessment
• Summary

Module 3: Get started with machine learning in Azure

• Introduction
• Define the problem
• Get and prepare data
• Train the model
• Use Azure Machine Learning studio
• Integrate a model
• Exercise - Explore Automated Machine Learning in Azure Machine Learning
• Module assessment
• Summary

Module 4: Get started with speech in Azure

• Introduction
• Understand speech recognition and synthesis
• Get started with speech on Azure
• Use Azure AI Speech
• Exercise - Explore Speech in Azure AI Foundry portal
• Module assessment
• Summary

Module 5: Introduction to computer vision concepts

• Introduction
• Overview
• Understand image processing
• Machine learning for computer vision
• Understand modern vision models
• Exercise - Explore a computer vision scenario
• Module assessment
• Summary

Module 6: Get started with computer vision in Azure

• Introduction
• Understand Azure AI services for computer vision
• Understand Azure AI Vision Image Analysis capabilities
• Understand Azure AI Vision's Face service capabilities
• Get started in Azure AI Foundry portal
• Exercise - Analyze images in Azure AI Foundry portal
• Module assessment
• Summary

Module 7: Introduction to AI-powered information extraction concepts

• Introduction
• Overview
• Understand the extraction of data from images
• Understand the extraction of data from forms
• Understand multimodal data extraction
• Understand data extraction for knowledge mining
• Exercise - Explore an AI information extraction scenario
• Module assessment
• Summary

Module 8: Get started with AI-powered information extraction in Azure

• Introduction
• Azure AI services for information extraction
• Extract information with Azure AI Vision
• Extract multimodal information with Azure AI Content Understanding
• Extract information from forms with Azure AI Document Intelligence
• Create a knowledge mining solution with Azure AI Search
• Exercise - Extract information
• Module assessment
• Summary