Fundamentals of machine learning

Module
12 Units

Beginner

AI Engineer

Data Scientist

Azure Machine Learning

Machine learning is the basis for most modern artificial intelligence solutions. A familiarity with the core concepts on which machine learning is based is an important foundation for understanding AI.

Learning objectives

After completing this module, you will be able to:

Describe core concepts of machine learning
Identify different types of machine learning
Describe considerations for training and evaluating machine learning models
Describe core concepts of deep learning
Use automated machine learning in Azure Machine Learning service

Prerequisites

Before starting this module, you should have:

A basic knowledge of mathematics
Familiarity with Microsoft Azure and cloud computing

Introduction min
What is machine learning? min
Types of machine learning min
Regression min
Binary classification min
Multiclass classification min
Clustering min
Deep learning min
Azure Machine Learning min
Exercise - Explore Automated Machine Learning in Azure Machine Learning min
Knowledge check min
Summary min