This course is designed to provide a comprehensive foundation in artificial intelligence while equipping you with the skills to implement AI responsibly using Azure’s powerful tools. You’ll explore essential AI concepts, practical applications, and gain hands-on experience with Azure’s suite of AI services. Additionally, this course will prepare you for the AI-900 certification exam, helping you confidently clear it.
Overview
COURSE DIFFICULTY
COURSE DURATION
4h 15m
Skills Learned
After completing this online training course, students will be able to:
Understand core AI and machine learning concepts
Describe responsible AI principles and practices
Identify common AI workloads and use cases
Explain the types of machine learning and model evaluation
Recognize Azure ML and AI service capabilities
Describe computer vision fundamentals and services in Azure
Apply NLP concepts using Azure NLP services
Use Azure Document Intelligence to extract and analyze documents
Implement search capabilities with Azure AI Search
Understand and apply generative AI and Copilot models
Describe Azure OpenAI capabilities and supported models
Design responsible generative AI solutions
01. Fundamental AI Concepts
- Module Introduction
- What Is Artificial Intelligence
- Common AI Workloads
- Principles of Responsible AI
- Quiz: Fundamental AI Concepts
02. Fundamentals of Machine Learning
- Module Introduction
- What Is Machine Learning
- Types of Machine Learning
- Training and Evaluation of Models
- Deep Learning
- Introduction to Azure ML
- Quiz: Fundamentals of Machine Learning
03. Introduction to Azure AI Services
- Module Introduction
- Fundamentals of Azure AI
- Azure AI Services
- Quiz: Introduction to Azure AI Services
04. Concepts of Computer Vision
- Module Introduction
- Image Processing
- Convolutional Neural Networks
- Explore Multi-Modal Models
- Azure Computer Vision Services
- Quiz: Concepts of Computer Vision
05. Azure Computer Vision Capabilities
- Module Introduction
- AI Vision Service and Image Analysis
- Face Service to Detect Faces
- Optical Character Recognition to Read Text
- Quiz: Azure Computer Vision Capabilities
06. Natural Language Processing (NLP)
- Module Introduction
- Introduction to Natural Language Processing
- NLP and Conversational AI in Azure
- Quiz: Natural Language Processing (NLP)
07. Azure AI Document Intelligence
- Module Introduction
- AI Document Intelligence Services
- Form Analysis Using Document Intelligence
- Document Intelligence Studio
- Quiz: Azure AI Document Intelligence
08. Azure AI Search
- Module Introduction
- Introduction to Knowledge Mining
- Azure AI Search Services
- AI Enrichment
- Quiz: Azure AI Search
09. Generative AI
- Module Introduction
- Introduction to Generative AI
- Language Models
- Language Model Training
- Foundation Models
- Large and Small Language Models
- What Are Copilots
- Microsoft Copilot Services
- Copilot Prompts Considerations
- Developing and Extending Copilot
- Quiz: Generative AI
10. Fundamentals of Azure OpenAI
- Module Introduction
- What Is Azure OpenAI
- Models Supported by Azure OpenAI
- Azure OpenAI Capabilities
- Quiz: Fundamentals of Azure OpenAI
11. Responsible Generative AI
- Module Introduction
- Plan a Responsible Generative AI Solution
- Quiz: Responsible Generative AI
SKILLS LEARNED
Skills Learned
After completing this online training course, students will be able to:
Understand core AI and machine learning concepts
Describe responsible AI principles and practices
Identify common AI workloads and use cases
Explain the types of machine learning and model evaluation
Recognize Azure ML and AI service capabilities
Describe computer vision fundamentals and services in Azure
Apply NLP concepts using Azure NLP services
Use Azure Document Intelligence to extract and analyze documents
Implement search capabilities with Azure AI Search
Understand and apply generative AI and Copilot models
Describe Azure OpenAI capabilities and supported models
Design responsible generative AI solutions
COURSE OUTLINE
01. Fundamental AI Concepts
- Module Introduction
- What Is Artificial Intelligence
- Common AI Workloads
- Principles of Responsible AI
- Quiz: Fundamental AI Concepts
02. Fundamentals of Machine Learning
- Module Introduction
- What Is Machine Learning
- Types of Machine Learning
- Training and Evaluation of Models
- Deep Learning
- Introduction to Azure ML
- Quiz: Fundamentals of Machine Learning
03. Introduction to Azure AI Services
- Module Introduction
- Fundamentals of Azure AI
- Azure AI Services
- Quiz: Introduction to Azure AI Services
04. Concepts of Computer Vision
- Module Introduction
- Image Processing
- Convolutional Neural Networks
- Explore Multi-Modal Models
- Azure Computer Vision Services
- Quiz: Concepts of Computer Vision
05. Azure Computer Vision Capabilities
- Module Introduction
- AI Vision Service and Image Analysis
- Face Service to Detect Faces
- Optical Character Recognition to Read Text
- Quiz: Azure Computer Vision Capabilities
06. Natural Language Processing (NLP)
- Module Introduction
- Introduction to Natural Language Processing
- NLP and Conversational AI in Azure
- Quiz: Natural Language Processing (NLP)
07. Azure AI Document Intelligence
- Module Introduction
- AI Document Intelligence Services
- Form Analysis Using Document Intelligence
- Document Intelligence Studio
- Quiz: Azure AI Document Intelligence
08. Azure AI Search
- Module Introduction
- Introduction to Knowledge Mining
- Azure AI Search Services
- AI Enrichment
- Quiz: Azure AI Search
09. Generative AI
- Module Introduction
- Introduction to Generative AI
- Language Models
- Language Model Training
- Foundation Models
- Large and Small Language Models
- What Are Copilots
- Microsoft Copilot Services
- Copilot Prompts Considerations
- Developing and Extending Copilot
- Quiz: Generative AI
10. Fundamentals of Azure OpenAI
- Module Introduction
- What Is Azure OpenAI
- Models Supported by Azure OpenAI
- Azure OpenAI Capabilities
- Quiz: Fundamentals of Azure OpenAI
11. Responsible Generative AI
- Module Introduction
- Plan a Responsible Generative AI Solution
- Quiz: Responsible Generative AI
