http://en.wikipedia.org/wiki/Linux_kernel
The kernel is /boot/vmlinuz* and it is
linux. What most people call "linux" is actually a collection of many programs which create a "gnu/linux distribution".
The "kernel" is the program that decides what resources all the other programs get and when.