I think, these links will help you.
Video demo of installation of Developer Drivers
Use the same command lines to install toolkit and sdk.
You need to change the directories when you open terminal every time. Those instructions are given in page-11 of Linux Installation
Before everything, you need to download the .run files from the Developers Page.