In Eclipse there is File|New|Android Icon Set... How do I do the same in the Android Studio?
File|New|Android Icon Set...
The Asset Studio is integrated in Android Studio 0.4.0 and later. To create a new Android icon set, right click on a drawable folder and invoke "New > Image Asset".
Via: Android Studio 0.4.0 Released