You can install GNOME on LINUX AMI's for GUI. You can also make use of NOMACHINE for this.
If you are making use of Ubuntu AMI's follow steps mentioned below :
export DEBIAN_FRONTEND=noninteractive
sudo -E apt-get update
sudo -E apt-get install -y ubuntu-desktop