Introduction to Machine Learning on Azure
Course Overview
Course Date: October 2020
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
- On-demand course videos
- Have Questions? Submit your questions to https://aka.ms/university-azure/questions
To fulfil the course, you would need to get your Azure subscription
Course Videos
| Video Name | Video Title | Video Description | Video Time |
|---|---|---|---|
| Video 2A | What is Machine Learning? | What machine learning is and how to select the right machine learning algorithm for your data science scenario. | 10:17 |
| Video 2B | Azure ML Tools | How Azure Machine Learning tools can accelerate your machine learning journey. | 4:38 |
| Video 2C | Exercise – Build a ML Model with Azure | Exercise: Build a machine learning model with Azure Machine Learning designer. | 6:05 |
| Video 2D | Exercise – Deploy and Consume a ML Model | Exercise: Deploy and consume a machine learning model with Azure Machine Learning designer. | 3:44 |
| Video 2E | Using Automated ML | How to use Automated Machine Learning to optimize your machine learning deployment flow. | 7:04 |
| Video 2F | Exercise – Deploy your ML Model on Azure | Exercise: How to deploy your machine learning model on Azure. | 15:48 |
Additional Resources
- Microsoft Learn - Azure fundamentals
- Azure Machine Learning
- Azure Machine Learning designer
- Azure Machine Learning
- Get started with Azure ML
- Deep Learning VS Machine Learning explained
- Algorithm Cheat Sheet
- AzureML GitHub
- Automated Machine Learning Documentation
- What is Automated Machine Learning
- Model Interpretability with Azure ML Service