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."
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."