How to open Internet Explorer in "desktop mode" and not the "Windows UI mode" in Windows 8.1

Go to the Start Screen, and type in "Internet Options". Go to the Programs tab, and click the checkbox with "Open Internet Explorer tiles on the desktop."

Also, going to Internet Options from the Control Panel works if you can't search.