GNU/Linux Desktop Survival Guide
by Graham Williams
A good reference for understanding the Linux file system is the Wikipedia page on the Unix_filesystem.
/usr is where most of the user space programs and data reside
and once upon a time is where the user home directories lived, under
/dev is short for devices.