The document provides tips for starting programming with Linux. It recommends starting simply with the shell as it is ubiquitous and fast. It also suggests getting familiar with basic tools like Vi editor and Gedit before moving to more advanced IDEs. The document further recommends considering virtual machines for writing code once and running anywhere, and advises not procrastinating and starting a project now or contributing to existing projects.