Module 1: Introduction to AI
Artificial Intelligence in Azure
- What is Artificial Intelligence?
- Common Artificial Intelligence Workloads
- Artificial Intelligence in Microsoft Azure
Responsible AI
- Challenges and Risks with AI
- Principles of Responsible AI
Module 2: Machine Learning
Introduction to machine learning
- What is machine learning?
- Regression
- Classification
- Clustering
Azure Machine Learning
- What is Azure Machine Learning?
- Automated Machine Learning
- Azure Machine Learning designer
Module 3: Computer Vision
Computer Vision Concepts
- What is Computer Vision?
- Applications of Computer Vision
Computer Vision in Azure
- Cognitive Services
- Image Analysis with the Computer Vision Service
- Training Models with the Custom Vision Service
- Analyzing Faces with the Face Service
- Reading Text with the Computer Vision Service
- Analyzing Forms with the Form Recognizer Service
Module 4: Natural Language Processing
Introduction to Natural Language Processing
- What is Natural Language Processing?
- Natural Language Processing in Azure
Using Natural Language Processing Services
- Text Analytics
- Speech Recognition and Synthesis
- Translation
- Language Understanding
Module 5: Conversational AI
Conversational AI Concepts
- What is Conversational AI?
- Responsible AI Guidelines for Bots
Conversational AI in Azure
- QnA Maker Service
- Azure Bot Service