Well this is simple answer you want.
MaterialApp(
debugShowCheckedModeBanner: false
)
But if you want to go deep with app (Want a release apk (which don't have debug banner) and if you are using android studio then go to
Run -> Flutter Run 'main.dart' in Relese mode