Deploying a model for real-time inferencing with managed online endpoints through the Azure CLI v2
In this section, we will leverage a managed online endpoint and deploy it with the Azure Machine Learning CLI v2. The CLI v2 will leverage YAML files holding the configuration required for our deployment in the commands we call. Remember the requirement for a unique managed online endpoint name, so when running the code, be sure to update your managed online endpoint name in both the YAML files and the CLI command.
To use the new Azure CLI v2 extension, we are required to have an Azure CLI version greater than 2.15.0. This can easily be checked by using the az version command to check your Azure CLI version:
- On your compute instance, navigate to the terminal and type the following command:
az version. After typing that command, you should see that the Azure CLI v2 is installed on your compute instance, as shown in the following figure.
Figure...
