Installing a site from existing configuration
I found out we can do this by running the following drush command

drush site:install --existing-config


However you might encounter an error related to hook_install found in standard install profile. To mitigate that you would need to install this patch. 

https://www.drupal.org/files/issues/2018-11-27/2982052-22.patch