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If you're moving to Linux from another operating system, like Windows, there are several books that can help make the move easier. One of the best is
Moving to Linux by Marcel Gagne. It's aimed at the average user -- someone who wants to work with a word processor or spreadsheet, who wants to surf the Web and send emails, and the like.
Moving to Linux walks you through setting up Linux to help you carry out those tasks. And it does it in an easy to understand and non-technical fashion.
The book definitely doesn't treat the reader like the village idiot, but it assumes that you're new to Linux and don't want to become a guru; you just want to get things done. Gagne's writing style is interesting and engaging. After working through this book, you'll look at Linux in a new light.
Gagne has also written a couple of other books in a similar vein: Moving to the Linux Business Desktop and Moving to Ubuntu Linux. The former explains how to move a business to Linux, while the latter is described as "your first and best introduction to the hottest Linux distribution around". Both are worth a look.