Amazon web services elastic beanstalk will look for config.yml file under resources/.elasticbeanstalk folder
To be able to see the .* files which are hidden in eclipse, click on caret in the Package Explorer -> Filters and then uncheck .* resources and then click OK
For this tutorial I already had mysql instance running on Amazon Web Services RDS, which I am using so I wont be creating an RDS in this wizard
It should come up with Health OK
And you should see the message. Voila!