How simple is SEO for a computer novice?

Does SEO (Search Engine Optimization) get into the technical side of computers or get into concepts that would be too difficult for a complete computer novice to grasp? Are there any websites that offer free basic tutorials to learn it and can you recommend one? Does it require special software or anything?

Any information would be appreciated.
Thanks

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