Module 1: Doing Data Science on Azure
The student will learn about the data science process and the role of the Data Scientist. This is then applied to understand how Azure services can support and augment the data science process.
- Introduce the Data Science Process
- Overview of Azure Data Science Options
- Introduce Azure Notebooks
Module 2: Doing Data Science with Azure Machine Learning service
The student will learn how to use Azure Machine Learning service (AML) to automate the data science process end-to-end.
- Introduce AML service
- Register and deploy ML models with AML service
Module 3: Automate Machine Learning with AML service
In this module, the student will learn about the machine learning pipeline and how the AML service's AutoML and HyperDrive can automate some of the laborious parts of it.
- Automate Machine Learning Model Selection
- Automate Hyperparameter Tuning with HyperDrive
Module 4: Manage and Monitor Machine Learning Models with the AML service
In this module, the student will learn how to automatically manage and monitor machine learning models in the AML service.
- Manage and Monitor Machine Learning Models