This is a fantastic overview of how decision trees work by Brandon Rohrer. Includes lots of diagrams, easy to follow descriptions and a short video if you'd rather watch.
I love that it tells you what to look out for so that you hopefully won't fall into some of the common pitfalls. I really suggest you look at his other blog entries which are incredibly useful and worth bookmarking.
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