After my install of Windows Server 2012 R2 Server Core, I wanted to manage the system via RSAT and Remote Desktop. However the firewall was preventing me from completing such tasks. That said, this is how we can disable the firewall

From the command prompt type the following command:

netsh advfirewall set allprofiles state off