For anyone who for what ever reason doesn't want to see this new icon in the system tray or,
doesn't want to update to windows 10 for Free, it's simple:
You will need to uninstall the Windows Update KB3035583 and that should get rid of the icon, alternatively you can simply hide the icon too.