How to compile a kernel on Ubuntu 10.04?

Ubuntu 10.04 is a LTS version, it's good for server or as a build server for developers. Sometimes, we want to optimize Linux kernel for the server for performance consideration. Here's a good tutorial for reference:

http://linuxtweaking.blogspot.com/2010/05/how-to-compile-kernel-on-ubuntu-1004.html