What you mean by
Can someone please tell me how to start the Jboss when I have deployed my application in domain mode which is /Jboss/domain/data.
I suppose you drop the application archive to the folder, right? That is not possible.
You need to use the CLI command line or the management console.
The domain mode is a different concept you should read the documentation for that.