'If we focus only on interpretability, we're missing.
Plus, companies pursuing interpretability may buy into a false impression that achieving such a feat automatically equates to trustworthiness - when it doesn't. A machine learning model that automatically captions an image would not need to be held to the same standards as machine learning models that determine how, he contended. 'The importance of interpretability really depends on the downstream application,' said Zoubin Ghahramani, professor of information engineering at the University of Cambridge and chief scientist at Uber Technologies Inc., during a press conference at the recent Artificial Intelligence Conference hosted by O'Reilly Media and Intel AI.
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