Chrome Remote Desktop means I can access my Desktop computer anywhere in my house that I want to.
Chrome Remote Desktop works through (most) firewalls, no configuration required.
In order to use Windows Remote Desktop, you'd need to open up your firewall by hand.
Also, Chrome Remote Desktop lets me use two-factor authentication to log in, where Windows Remote Desktop is much, much more vulnerable.