The page descriptions appear in the explore section as well as at the top of each page.
Find the page you want to edit.
Hit the profile icon in the navigation bar, expand 'control panel' and select 'edit page' from the expanded menu.
Across the top are a number of options, select 'Metadata'.
In the 'descripton' section, change the description.
Scroll to the bottom and hit save.