The Spoken Tutorial assumes that you are using Linux. gedit is an editor that normally comes with Linux.
Luckily, gedit is just an editor and any other editor will also work equally well. In windows, a convenient alternative is notepad. So, wherever gedit is mentioned, you may use notepad. Moreover, you invoke notepad using the GUI command (e.g. clicking the notepad icon).