A national effort was undertaken to build Algorithms to predict which pneumonia patients should be admitted to hospitals and which are treated as outpatients. Only by interpreting the model was a crucial problem discovered and avoided. Understanding why a model makes a prediction can literally be an issue of life and death. Many students come away thinking that this Tradeoff is as strict as a law of physics.
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