Machine Learning on Azure
- Event Type
- Informational
- Sponsor
- The Department of Computer Science
- Virtual
- Join online
- Date
- Apr 14, 2021 9:30 am
- Views
- 36
- Originating Calendar
- Siebel School Events Calendar
Course Overview
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
Course Materials
- On-demand course videos: https://aka.ms/university-azure/MachineLearning
- Scheduled Live Office Hours with Course Instructor: Click here to join the meeting
Instructor
Francesca Lazzeri, PhDQuestions?
Please submit them in advance of scheduled office hours at: https://aka.ms/university-azure/questions
Prerequisites
- Complete the “Getting Started with Azure” course by Alex Vazquez. Video series is available here: https://aka.ms/university-azure/GettingStartedAzure
Additional Resources
- Microsoft Learn - Azure fundamentals: https://docs.microsoft.com/en-us/learn/paths/azure-fundamentals/
- Azure Machine Learning – https://github.com/FrancescaLazzeri/Workshop-AzureML
- Azure Machine Learning designer: www.aka.ms/AzureMLdesigner
- Azure Machine Learning: www.aka.ms/AzureMLservice
- Get started with Azure ML: www.aka.ms/GetStartedAzureML
- Deep Learning VS Machine Learning explained: www.aka.ms/DeepLearningVSMachineLearning
- Algorithm Cheat Sheet: www.aka.ms/AlgorithmCheatSheet
- AzureML GitHub: www.aka.ms/AzureMLGitHub
- Automated Machine Learning Documentation: www.aka.ms/AutomatedMLDocs
- What is Automated Machine Learning: www.aka.ms/AutomatedML
- Model Interpretability with Azure ML Service: www.aka.ms/AzureMLModelInterpretability