Introduction to Machine Learning on Azure

Course Overview

Course Instructor: Francesca Lazzeri, PhD

In this workshop, you will learn the most important concepts of the machine learning workflow that data scientists follow to build an end-to-end data science solution on Azure. You will learn how to find, import, and prepare data, select a machine learning algorithm, train, and test the model, and deploy a complete model to an API. You will get tips, best practices, and resources you and your team need to continue your machine learning journey, build your first model, and more.

In this course, we will cover the following topics:

  • Basics of machine learning
  • How to select the right machine learning algorithm for your data science scenario
  • How Azure Machine Learning tools can accelerate your machine learning journey
  • How to use Automated Machine Learning to optimize your machine learning deployment flow

And you will complete the following hands-on exercises:

  • Build a machine learning model with Azure Machine Learning designer
  • Deploy and consume a machine learning model with Azure Machine Learning designer
  • Deploy your machine learning model on Azure

Prerequisites

Complete the Getting Started with Azure course by Alex Vazquez.

Course Materials

To fulfil the course, you would need to get your Azure subscription

Course Videos

Start watching

Video NameVideo TitleVideo DescriptionVideo Time
Video 2AWhat is Machine Learning?What machine learning is and how to select the right machine learning algorithm for your data science scenario.10:17
Video 2BAzure ML ToolsHow Azure Machine Learning tools can accelerate your machine learning journey.4:38
Video 2CExercise – Build a ML Model with AzureExercise: Build a machine learning model with Azure Machine Learning designer.6:05
Video 2DExercise – Deploy and Consume a ML ModelExercise: Deploy and consume a machine learning model with Azure Machine Learning designer.3:44
Video 2EUsing Automated MLHow to use Automated Machine Learning to optimize your machine learning deployment flow.7:04
Video 2FExercise – Deploy your ML Model on AzureExercise: How to deploy your machine learning model on Azure.15:48

Additional Resources