Towards Identifying and Managing Sources of Uncertainty in AI and Machine Learning Models - An Overview

11/28/2018

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by   Michael Kläs, et al.

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Quantifying and managing uncertainties that occur when data-driven models such as those provided by AI and machine learning methods are applied is crucial. This whitepaper provides a brief motivation and first overview of the state of the art in identifying and quantifying sources of uncertainty for data-driven components as well as means for analyzing their impact.