This has less to do with the shortcomings of the models, and more to do with the shortcomings of human cognition. Often, the higher the predictive accuracy of a model, the harder it is to interpret its inner workings. This is where interpretability techniques come into play by providing a ...
4. The value of Occam's Razor - Scientists quickly learn how to make their hypotheses as simple as possible, because then it's easy to interpret the counterexamples that disprove them. The more parts a hypothesis has, the harder it is to infer from a counterexample what part is wrong. ...
He liked to point out that his first name was Biblical and meant “Wild Ass” in Arabic (Some interpret it as “Wild Ox” in Hebrew.) He gave Sloan plenty of more serious things to ponder. “He taught us manners,” Sloan says. “How to use a knife and fork properly, how to ...
Yet modern doctors can’t measure it with their standardized tests, and they won’t use the tests the demonstrate mold in your body because they are trained “how to interpret them”. Or so I was told. So learn how to interpret them, dudes! Unable to make a accurate diagnosis of the ...