I initially started a project with beta 10 of the angular-cli, when I run ng serve at that point of time the dist folder would contain the compiled
angular-cli
ng serve
In the root folder of your angular2 project, run:
ng build
Or for production:
ng build --prod
This command will generate the dist folder.