Code:
rm -rf /your/directory/to/delete
Be really careful, try it without the f option on a subdirectory to get an idea how it works (basically to make sure you say what you mean regarding the path).
rm is the delete (remove) command
-r makes it recursive so it will go in subdirectories
-f forces the deletion.. the default is to confirm each file
There is no undo.