You do not need to override any default CSS:
<md-radio-group layout="row">
<md-radio-button value=0 class="md-primary">On</md-radio-button>
<md-radio-button value=1> Off </md-radio-button>
</md-radio-group>
Just put in md-radio-group
tag a layout="row"
attribute.