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Explainable Artificial Intelligence (XAI)

1 Explainable Artificial Intelligence (XAI) David Gunning DARPA/I2O distribution Statement "A" (Approved for Public Release, distribution Unlimited) Watson AlphaGo 2 Explainable AI What Are We Trying To Do? User AI System Sensemaking Operations Why did you do that? Why not something else? When do you succeed? When do you fail? When can I trust you? How do I correct an error? We are entering a new age of AI applications Machine learning is the core technology Machine learning models are opaque, non-intuitive, and difficult for people to understand Dramatic success in machine learning has led to an explosion of AI applications.

Statistical . Models . Ensemble Methods Decision Trees Deep . Learning . SVMsperformance . AOGs . Bayesian . Belief Nets . ... Distribution Statement "A" (Approved for Public Release, Distribution Unlimited) 6 ... function f (unknown to LIME) is

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