Gain the necessary knowledge about how to use Azure services to develop, train and deploy machine learning solutions. The course starts with an overview of Azure services that support data science. From there, it focuses on using Azure's premier data science service, Azure Machine Learning service, to automate the data science pipeline.
This course is focused on Azure and does not teach the student how to do data science. It is assumed students already know that.
This course is aimed at data scientists and those with significant responsibilities in training and deploying machine learning models.
Before attending this course, students must have the following knowledge:
Module 1: Doing Data Science on Azure
Introduce the Data Science Process
Overview of Azure Data Science Options
Introduce Azure Notebooks
Module 2: Doing Data Science with Azure Machine Learning service
Introduce Azure Machine Learning (AML) service
Register and deploy ML models with AML service
Module 3: Automate Machine Learning with Azure Machine Learning service
Automate Machine Learning Model Selection
Automate Hyperparameter Tuning with HyperDrive
Module 4: Manage and Monitor Machine Learning Models with the Azure Machine Learning service
Manage and Monitor Machine Learning Models
This course is recommended as preparation for exam DP-100, which leads to the new Azure Data Scientist Associate certification.