Download the latest Version from the Visual Studio Code website (I found the 64 bit version on the update page) and unzip it.
Then move it to the opt/ directory and create a symbolic link.
You are done; just run
code from your terminal!
Creating a Desktop Icon
Create a desktop Icon by creating a VSCode.desktop file
with the following content
Now you can find VSCode in your start menu.