Wordpress Hide wp-admin

I would like to redirect mysite.com/wp-admin to my index and have people access the WP-Admin though something like mysite.com/admin.
I did this in apache but after switching to nginx I don't know how to do this. Is there a way to do this without changing any of the wordpress files but changing the nginx config ?

Any help is appreciated, thanks.