Microsoft Azure AI Fundamentals AI900 | Microsoft Azure in Hong Kong

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