Microsoft:
DAT263x
Introduction to Artificial Intelligence (AI)
Microsoft:
DAT263x
Introduction to Artificial Intelligence (AI)
Introduction
Before You Start
Welcome
Pre-Course Survey
Course Introduction
Welcome to the Course
What is Artificial Intelligence?
Real-World AI - Workplace Safety
Preparing for the Labs
Machine Learning
Machine Learning Fundamentals
What Is Machine Learning?
Regression
Classification
Clustering
Azure Machine Learning Studio
What is Azure Machine Learning Studio?
Creating an Experiment
Creating a Regression Model
Creating a Classification Model
Creating a Clustering Model
Publishing a Predictive Web Service
Consuming a Predictive Web Service
Lab
Lab Instructions
Review Questions
Language and Communication
Getting Started with Text Processing
Introduction to Text Analytics
Word Frequency
Term Frequency - Inverse Document Frequency
Stemming
Sentiment Analysis
Introduction to Natural Language Processing
Text Analytics
Speech
Translation
Real World AI - Skype Translator in the Classroom
Language Understanding Intelligent Service
What is LUIS?
Creating a LUIS App
Consuming a LUIS App
Improving a LUIS App
Real World AI - Starship Commander
Lab
Lab Instructions
Review Questions
Computer Vision
Getting Started with Image Processing
Image Processing Basics
Equalization
Filters
Edge Detection
Corner Detection
Working with Images and Video
Image Classification
Image Analysis
Face Detection and Recognition
Video Basics
The Video Indexer
The Video Indexer API
Real World AI - Seeing AI
Lab
Lab Instructions
Review Questions
Conversation as a Platform
Introduction to Bots
What is a Bot?
The Microsoft Bot Framework
Creating a Basic Bot
Channels
Building Intelligent Bots
Bot Intelligence
Creating a QnA Service
Creating a QnA Bot
Cortana Skills
Real World AI - Cortana Skills
Lab
Lab Instructions
Review Questions
Learning More
Beyond the Basics
Introduction to AI Engineering
The Data Science Virtual Machine
Deep Learning and the Microsoft Cognitive Toolkit
Real World AI - Autonomous Sailplanes
Where Do I Go From Here?
The First Step of the Journey
Next Steps
Post-Course Survey