Get started with AI on Azure
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
Use Automated Machine Learning in Azure Machine Learning
Use Automated Machine Learning in Azure Machine Learning
- 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 ML
Create a regression model with Azure Machine Learning designer
Create a regression model with Azure Machine Learning designer
- 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
Create a classification model with Azure Machine Learning designer
Create a classification model with Azure Machine Learning designer
- 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
Create a clustering model with Azure Machine Learning designer
Create a clustering model with Azure Machine Learning designer
- 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
Analyze images with the Computer Vision service
Analyze images with the Computer Vision service
- Get started with image analysis on Azure
- Exercise - Explore Computer Vision
Classify images with the Custom Vision service
Classify images with the Custom Vision service
- Understand classification
- Get started with image classification on Azure
- Exercise - Explore image classification
Detect objects in images with the Custom Vision service
Detect objects in images with the Custom Vision service
- What is object detection?
- Get started with object detection on Azure
- Exercise - Explore object detection
Detect and analyze faces with the Face service
Detect and analyze faces with the Face service
- Get started with Face analysis on Azure
- Exercise - Explore face detection
Read text with the Computer Vision service
Read text with the Computer Vision service
- Get started with the Read API on Azure
- Exercise - Explore optical character recognition with the Read API
Analyze receipts with the Form Recognizer service
Analyze receipts with the Form Recognizer service
- Get started with receipt analysis on Azure
- Exercise - Explore form recognition
Analyze text with the Language service
Analyze text with the Language service
- Get started with text analysis
- Exercise - Explore text analytics
Recognize and synthesize speech
Recognize and synthesize speech
- Get started with speech on Azure
- Exercise - Explore speech
Translate text and speech
Translate text and speech
- Get started with translation in Azure
- Exercise - Explore translation
Create a language model with Conversational Language Understanding
Create a language model with Conversational Language Understanding
- Getting started with Conversational Language Understanding
- Exercise - Explore language understanding
Build a bot with the Language Service and Azure Bot Service
Build a bot with the Language Service and Azure Bot Service
- Get started with the Language service and Azure Bot Service
- Exercise - Explore question answering
This course introduces fundamentals concepts related to artificial intelligence (AI), and the services in Microsoft Azure that can be used to create AI solutions. The course is not designed to teach students to become professional data scientists or software developers, but rather to build awareness of common AI workloads and the ability to identify Azure services to support them. The course is designed as a blended learning experience that combines instructor-led training with online materials on the Microsoft Learn platform (<a href="https://azure.com/learn">https://azure.com/learn</a>). The hands-on exercises in the course are based on Learn modules, and students are encouraged to use the content on Learn as reference materials to reinforce what they learn in the class and to explore topics in more depth.
The Azure AI Fundamentals course is designed for anyone interested in learning about the types of solution artificial intelligence (AI) makes possible, and the services on Microsoft Azure that you can use to create them. You don’t need to have any experience of using Microsoft Azure before taking this course, but a basic level of familiarity with computer technology and the Internet is assumed. Some of the concepts covered in the course require a basic understanding of mathematics, such as the ability to interpret charts. The course includes hands-on activities that involve working with data and running code, so a knowledge of fundamental programming principles will be helpful.