I would argue that without lifting the covers, one is simply a user of an appliance - operating system simply does not matter. Like you said, many of us use Linux every day without even knowing. This is good design.

To answer the question: Frostbyte has pretty much summed it all up but it'd be a good idea to pick your Linux distribution based on the wiki: Acer Aspire One - OS Compatibility