The connecting thread between an Azure virtual machine and a virtual network is a Virtual Network Interface Card, or VNic for short. These are resources that are separate and distinct from the virtual machine and network itself, which can be assigned to a given virtual machine.
If you go to the “All Resources” screen and sort by the “Type” column, you will find a number of network interface resources.
There’s some good information in here.