LAMP stands for Linux, Apache, MySQL, and PHP. Linux is a free open source operating system based on Unix. The document provides syntax and examples for many Linux commands for directory navigation, file manipulation, system information, and more. It also describes some basic shell commands like while, case, env, and source.