All I did was go into the Admin Control Panel.
Click the General Settings option under Store Config.
Browse down to the Stock Settings section and
select NO to the 'Show Stock Level' option.
Click 'Update Settings' at the bottom of page to save.
This puts an 'infinity' symbol in the checkout stock level column
instead of a number and just shows 'In Stock' on your product pages.
Hope this is what you're looking for
Regards
Kev