The arduino has the ability to digitally turn things on or off, Check digitally whether something is on or off, and it can measure low analog voltages. That means you can use it for home automation, science projects, automatic plant watering system, an autonomous vehicle, or laser harp and a host of other uses. Traditionally you could do this with a computer, but for the inexperienced that can be daunting.
Note: I have it working on Fedora 16 also.
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Signing UpStep 1Getting information for the Uno.
www.arduino.cc
http://www.ladyada.net/learn/arduino/
http://www.sparkfun.com/tutorials/182
http://www.instructables.com/tag/type-id/category-technology/channel-arduino/
Make: magazine (aka makezine)
Linux Format
Robot magazines
http://www.amazon.com/Getting-Started-Arduino-Make-Projects/dp/0596155514
Robot Builder's Bonanza, 4th Edition by Gordon McComb
Arduino-Cookbook-by Michael-Margolis
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http://tronixstuff.wordpress.com/tutorials/
and the tronixstuff google group.