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Setup via GUI:

Setup via Cloud Shell:

# Create a compute instance

az ml compute create --name "cimltest" --size STANDARD_DS11_V2 --type ComputeInstance -w mlw-ml-test -g rg-ml-test
# Create a compute cluster

az ml compute create --name "aml-clustermltest" --size STANDARD_DS11_V2 --max-instances 2 --type AmlCompute -w mlw-ml-test -g rg-ml-test

References:

https://microsoftlearning.github.io/mslearn-azure-ml/Instructions/02-Explore-Azure-Machine-Learning.html

https://microsoftlearning.github.io/mslearn-azure-ml/Instructions/02-Explore-developer-tools.html#provision-the-infrastructure-with-the-azure-cli