23 août 2018

Explainable Artificial Intelligence (XAI) : a new trend for Autonomous Driving

Explainable Artificial Intelligence (XAI) : a new trend for Autonomous Driving Autonomous Driving is a field of application of Artificial Intelligence, and especially of Deep Learning. But the fact is that Deep Learning cannot explain its behaviour. For Autonomous Driving, in case of accident, it is necessary to understand if the Autonomous Vehicle made a mistake and if yes, to know what this mistake is, why, and how to fix it. Then it is necessary to develop a new kind of Artificial Intelligence system called : eXplanable... [Lire la suite]

17 juillet 2018

The State of Explainable AI

The State of Explainable AI I don’t need to know exactly why Netflix recommends certain movies to me — if it looks like a fit, I’m happy to take their recommendation. On the other hand, if your AI tells me that I should undergo an invasive medical treatment because a deep neural network (DNN) recommends it — well, I’m going to want to understand why before I take your recommendation. Explainable AI (XAI) matters when you’re optimizing for something more important than a taste-based recommendation. AI deployed in military tools,... [Lire la suite]
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