There are two ways to edit an opportunity.
1.
In the opportunity overview (organisation page > opportunity tab), on the right-side, next to the opportunity you wish to edit, you'll find the "Edit" button.
2.
Alternatively, you can edit via the opportunity page, by pressing on the "Edit" button, in the status bar at the top.
When you are done editing your opportunity, press on "Save changes".