“You can see this playing out right now with the public response to facial recognition systems,” she says.Įhsan is part of a small but growing group of researchers trying to make AIs better at explaining themselves, to help us look inside the black box. Without this, people will push back against the technology. People need the power to disagree with or reject an automated decision, says Iris Howley, a computer scientist at Williams College in Williamstown, Massachusetts. But if AI is to be used to help make decisions in law enforcement, medical diagnosis, and driverless cars, then we need to understand how it reaches those decisions-and know when they are wrong. We have come to think of them as black boxes.Ī lot of the time we’re okay with that when it comes to things like playing Go or translating text or picking the next Netflix show to binge on. As a result, the details of how a trained model works are typically unknown. The success of deep learning is due to tinkering: the best neural networks are tweaked and adapted to make better ones, and practical results have outpaced theoretical understanding. It got Ehsan thinking: what if the self-driving car could really explain itself?
Instead of fretting about the empty driver’s seat, anxious passengers were encouraged to watch a “pacifier” screen that showed a car’s-eye view of the road: hazards picked out in orange and red, safe zones in cool blue.įor Ehsan, who studies the way humans interact with AI at the Georgia Institute of Technology in Atlanta, the intended message was clear: “Don’t get freaked out-this is why the car is doing what it’s doing.” But something about the alien-looking street scene highlighted the strangeness of the experience rather than reassured. 51 min 100% HD Alps and The Dangerous Forest - Walkthrough & G.Upol Ehsan once took a test ride in an Uber self-driving car. 11 min 100% HD Asmodeus Game Over Scenes 22 min 100% Alps and the Dangerous forest 11 min 100% HD Lufuclad Version 25 by Kyrieru: Animation Galle. 31 min 100% HD Anthophobia Game Version 1.50 - Animation & CG.
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