I just found I cannot remove the space between 2 buttons even if I set the layout_marginRight and layout_marginLeft as below. But it make sense if
layout_marginRight
layout_marginLeft
Please look at Bryan's answer. With my answer both buttons overlap. Bryans answer shows the real size of the buttons.
Just set the android:layout_marginRight of the first button to "-8dip" or even more. Than the space between the two buttons will get smaller.
android:layout_marginRight
"-8dip"