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This seemed like a tutorial for people who already understand genetic algorithms. I want to understand genetic algorithms.

Anyone know some good beginner tutorials or explanations?

I found A Field Guide to Genetic Programming to be a good introduction to genetic programming, which is a subset of genetic algorithms. The book can be had freely at http://www.gp-field-guide.org.uk/
I can recommend you the book Introduction to Evolutionary Computing by Eiben and Smith

Although it covers more than just genetic algorithms.