How to install Ubuntu on Windows Subsystem for Linux ?

By using WSL (Windows Subsystem for Linux) we can run full-fledged Linux CLI (command line interface) without ever installing Linux in either Virtual Machine or a Dual-boot system.
Also, WSL can leverage full hardware and software support as it is running directly on hardware rather than a virtual machine in case of Virtual Box or VMware Workstation.