Microsoft Azure AI Fundamentals AI-900 Course Outline
Module 1: Get Started with AI on Azure
- Introduction to AI
- Understand Machine Learning
- Understand Anomaly Detection
- Understand Computer Vision
- Understand Natural Language Processing
- Understand Knowledge Mining
- Challenges and Risks with AI
- Understand Responsible AI
Module 2: Use Automated Machine Learning in Azure Machine Learning
- Introduction
- What is Machine Learning?
- What is Azure Machine Learning Studio?
- What is Azure Automated Machine Learning?
- Understand the AutoML Process
- Exercise - Explore Automated Machine Learning in Azure Machine Learning
Module 3: Create a Regression Model with Azure Machine Learning Designer
- Introduction
- Identify Regression Machine Learning Scenarios
- What is Azure Machine Learning?
- What is Azure Machine Learning Designer?
- Understand Steps for Regression
- Exercise - Explore regression with Azure Machine Learning Designer
Module 4: Create a Classification model with Azure Machine Learning Designer
- Introduction
- Identify Classification Machine Learning Scenarios
- What is Azure Machine Learning?
- What is Azure Machine Learning Designer?
- Understand Steps for Classification
- Exercise - Explore Classification with Azure Machine Learning designer
Module 5: Create a Clustering Model with Azure Machine Learning Designer
- Introduction
- Identify Clustering Machine Learning Scenarios
- What is Azure Machine Learning?
- What is Azure Machine Learning Designer?
- Understand Steps for Clustering
- Exercise - Explore Clustering with Azure Machine Learning Designer
Module 6: Analyse Images with Azure AI Vision
- Introduction
- Get Started with Image Analysis on Azure
- Exercise - Explore Computer Vision
Module 7: Classify Images with Azure AI Custom Vision
- Introduction
- Understand Classification
- Get started with Image Classification on Azure
- Exercise - Explore Image Classification
Module 8: Detect Objects in Images with Azure AI Custom Vision
- Introduction
- What is Object Detection?
- Get Started with Object Detection on Azure
- Exercise - Explore Object Detection
Module 9: Detect and Analyse Faces with Azure AI Face
- Introduction
- Get Started with Face Analysis on Azure
- Exercise - Explore Face Detection
Module 10: Read Text with Azure AI Computer Vision
- Introduction
- Get Started with the Read API on Azure
- Exercise - Explore Optical Character Recognition with the Read API
Module 11: Analyse Receipts with Azure AI Document Intelligence
- Introduction
- Get Started with Receipt Analysis on Azure
- Exercise - Explore form Recognition
Module 12: Analyse Text with Azure AI Language
- Introduction
- Get Started with Receipt Analysis on Azure
- Exercise - Explore form Recognition
Module 13: Recognise and Synthesize Speech with Azure AI Speech
- Introduction
- Get Started with Receipt Analysis on Azure
- Exercise - Explore form Recognition
Module 14: Translate Text and speech with Azure AI services
- Introduction
- Get Started with Translation in Azure
- Exercise - Explore Translation
Module 15: Create a Language Model with Azure AI Language
- Introduction
- Get Started with Conversational Language Understanding
- Exercise - Explore Language Understanding
Module 16: Build a Bot with Azure AI Language and Azure AI Bot Service
- Introduction
- Get Started with the Language Service and Azure Bot Service
- Exercise - Explore Question Answering