Preparing your MLOps environment

In this section, we will go through ensuring that the technical requirements are fulfilled, given you have permission to do so. To prepare your environment, we will be doing the following:

1. Creating a second AML workspace
2. Creating an Azure DevOps Organization and Project
3. Confirming the code in the dev AML workspace
4. Moving the code to your Azure DevOps Repo
5. Setting up variables in Azure Key Vault
6. Setting up Azure DevOps environment variable groups
7. Creating an Azure DevOps environment
8. Setting your Azure DevOps service connections
9. Creating an Azure DevOps pipeline
10. Running an Azure DevOps pipeline

Creating a second AML workspace

Up to this point, you have been working in a single AML workspace. With our MLOps pipeline implementation, we will be using two workspaces. For information on deploying a second AML workspace, see Chapter 1, Introducing the Azure Machine Learning Service. After you have created...