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