Deploying Angular 2 in azure is easy
Run ng build --prod , which will generate a dist folder with everything bundled inside few files including index.html.
Create a resource group and a web app inside it.
Place your dist folders files using FTP. In azure it will look for index.html to the run the application.
That's it. Your app is running !