Introduction and basics on Azure
Important Course instructions - Important
How is this course is structured
Introduction to Azure
The Azure Free Account
Concepts in Azure
Quick view of the Azure portal
Lab - An example of creating a resource in Azure
PDF Download
Describe AI workloads and considerations
Machine Learning and Artificial Intelligence
Prediction and Forecasting workloads
Anomaly Detection Workloads
Natural Language Processing Workloads
Computer Vision Workloads
Conversational AI Workloads
Microsoft Guiding principles for response AI - Accountability
Microsoft Guiding principles for response AI - Reliability and Safety
Microsoft Guiding principles for response AI - Privacy and Security
Microsoft Guiding principles for response AI - Transparency
Microsoft Guiding principles for response AI - Inclusiveness
Microsoft Guiding principles for response AI - Fairness
Section Quiz
Describe fundamental principles of machine learning on Azure
Section Introduction
Why even consider Machine Learning?
The Machine Learning Model
The Machine Learning Algorithms
Different Machine Learning Algorithms
Machine Learning Techniques
Machine Learning Data - Features and Labels
Lab - Azure Machine Learning - Creating a workspace
Lab - Building a Classification Machine Learning Pipeline - Your Dataset
Lab - Building a Classification Machine Learning Pipeline - Splitting data
Optional - Lab - Creating an Azure Virtual Machine
Lab - Building a Classification Machine Learning Pipeline - Compute Target
Lab - Building a Classification Machine Learning Pipeline - Completion
Lab - Building a Classification Machine Learning Pipeline - Results
Recap on what's been done so far
Lab - Building a Classification Machine Learning Pipeline - Deployment
Lab - Installing the POSTMAN tool
Lab - Building a Classification Machine Learning Pipeline - Testing
Lab - Building a Classification Machine Learning Pipeline - Testing - Resources
Lab - Building a Regression Machine Learning Pipeline - Cleaning Data
Lab - Building a Regression Machine Learning Pipeline - Complete Pipeline
Lab - Building a Regression Machine Learning Pipeline - Results
Feature Engineering
Automated Machine Learning
Deleting your resources
Section Quiz
Describe features of computer vision workloads on Azure
Section Introduction
Azure Cognitive Services
Introduction to Azure Computer Vision solutions
A look at the Computer Vision service
Lab - Setting up Visual Studio 2019
Lab - Computer Vision - Basic Object Detection - Visual Studio 2019
Lab - Computer Vision - Basic Object Detection - Visual Studio 2019 - Resources
Lab - Computer Vision - Restrictions example
Lab - Computer Vision - Object Bounding Coordinates - Visual Studio 2019
Lab - Computer Vision - Object Bounding Coordinates-Visual Studio 2019-Resources
Lab - Computer Vision - Brand Image - Visual Studio 2019
Lab - Computer Vision - Brand Image - Visual Studio 2019 - Resources
Lab - Computer Vision - Via the POSTMAN tool
The benefits of the Cognitive services
Another example on Computer Vision - Bounding Coordinates
Another example on Computer Vision - Bounding Coordinates - Resources
Lab - Computer Vision - Optical Character Recognition
Face API
Lab - Computer Vision - Analyzing a Face
A quick look at the Face service
Lab - Face API - Using Visual Studio 2019
Lab - Face API - Using Visual Studio 2019 - Resources
Lab - Face API - Using POSTMAN tool
Lab - Face Verify API - Using POSTMAN tool
Lab - Face Find Similar API - Using POSTMAN tool
Lab - Custom Vision
A quick look at the Form Recognizer service
Lab - Form Recognizer
Section Quiz
Describe features of Natural Language Processing and Conversational AI workloads
Section Introduction
Natural Language Processing
A quick look at the Text Analytics
Lab - Text Analytics API - Key phrases
Lab - Text Analytics API - Key phrases - Resources
Lab - Text Analytics API - Language Detection
Lab - Text Analytics Service - Sentiment Analysis
Lab - Text Analytics Service - Entity Recognition
Lab - Text Analytics Service - Entity Recognition - Resources
Lab - Translator Service
A quick look at the Speech Service
Lab - Speech Service - Speech to text
Lab - Speech Service - Speech to text - Resources
Lab - Speech Service - Text to speech
Lab - Speech Service - Text to speech - Resources
Language Understanding Intelligence Service
Lab - Working with LUIS - Using pre-built domains
Lab - Working with LUIS - Adding our own intents
Lab - Working with LUIS - Adding Entities
Lab - Working with LUIS - Publishing your model
QnA Maker service
Lab - QnA Maker service
Bot Framework
Example of Bot Framework in Azure
Section Quiz
Exam Practice Section
About the exam
Practice Test 1
Practice Test 2