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Re:The Mythos of Model Interpretability by zackchase on Tuesday July 19, 2016 @07:22PM (#12125696)
These are strong arguments. Unfortunately, while sometime interpretability addresses a fundamental (not frivolous concern), it's also true that often interpretability is sometimes contrived to serve some irrational bias or political motive.

I think this is expressed in the paper's discussion section:

"We should be careful when giving up predictive power, that the desire for transparency is justified and isn’t simply a concession to institutional biases against new methods."

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