From the menu, choose Go > Go To Page… (Command+Option+G).
Type a page number in the small drop-down window which appears.
Click Go To or press Return. You will navigate to that page.
Alternatively, manually input a destination page number using the Page item to the Toolbar. Navigate to a page by typing in a page number. If this item is not in your toolbar, add it by customizing your toolbar.