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Can't connect to Ubuntu Server VM using SSH (Imported from VHD)

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I've been experiencing trouble while trying to connect to my imported Ubuntu Server VM.

Before I uploaded the .vhd to Azure, I followed all the steps given in these documentations:

How to Use SSH with Linux on Azure
Prepare an Ubuntu Virtual Machine for Azure

When I visit the dashboard of the VM after creating it, there is no SSH Certificate Thumbprint and no Host-Name available.
I created the certificates and keys in the Ubuntu Server and I checked the settings of the SSH-server beforehand.

Using Putty I'm trying to connect to the VM (with the .ppk-file) and I'm only getting an error message saying: 
"Network error, connection timed out".

Strangely enough, when creating an Ubuntu Server VM using an image of Azure's Gallery, it works without problems.

Does anyone have any tips?

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