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create resource group

az group create --name scenera-secure-az-ml --location eastus

Create the virtual Network

az network vnet create \
    --name scenera-vnet \
    --resource-group scenera-secure-az-ml \
    --address-prefix 10.0.0.0/16

Create the training Subnet (Compute instances etc)

az network vnet subnet create --name scenera-subnet-training \
                              --resource-group scenera-secure-az-ml \
                              --vnet-name scenera-vnet \
                              --address-prefixes 10.0.0.0/24

Create the Secoring Subnet

az network vnet subnet create --name scenera-subnet-scoring \
                              --resource-group scenera-secure-az-ml \
                              --vnet-name scenera-vnet \
                              --address-prefixes 10.0.1.0/24

Create the Bastion Subnet

az network vnet subnet create --name AzureBastionSubnet \
                              --resource-group scenera-secure-az-ml \
                              --vnet-name scenera-vnet \
                              --address-prefixes 10.0.254.0/26

Create the Gateway Subnet

az network vnet subnet create --name GatewaySubnet \
                              --resource-group scenera-secure-az-ml \
                              --vnet-name scenera-vnet \
                              --address-prefixes 10.0.250.0/24

Create the Firwall Subnet

az network vnet subnet create --name AzureFirewallSubnet \
                              --resource-group scenera-secure-az-ml \
                              --vnet-name scenera-vnet \
                              --address-prefixes 10.0.252.0/26

Create the private endpoint Subnet

az network vnet subnet create --name scenera-subnet-private-endpoint \
                              --resource-group scenera-secure-az-ml \
                              --vnet-name scenera-vnet \
                              --address-prefixes 10.0.2.0/24

Provision of the Azure Machine Learning Service

create Azure Machine Learning Service from the portal

Create the private link endpoint for the other services

Create the private link endpoint for all services using same subnet as the AzualML

reference

https://techcommunity.microsoft.com/t5/fasttrack-for-azure/secure-azure-machine-learning-service-azureml-environment/ba-p/3162297