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Neither Orville nor Wilbur went to college. Neither one had any special training in science or engineering.
The brothers mostly taught themselves about flying machines by working with kites, bicycles, and other machines and by studying birds. They believed in themselves and were willing to go against popular wisdom in order to achieve their goals.