TECHNIQUES FOR CONSIDERING UNCERTAINTY IN USE OF ARTIFICIAL INTELLIGENCE MODELS

作者: Halder Bibhrajit

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摘要: An infrastructure is provided for improving the safety of autonomous systems. vehicle management system (AVMS) controls one or more functions operations performed by a machine such that are in safe manner. The AVMS uses various artificial intelligence (AI) based techniques (e.g., neural networks, reinforcement learning (RL) techniques, etc.) and models as part its processing. For an inferring data point, which prediction made using AI model, checks how statistically similar (or dissimilar) point to distribution training dataset. A score (confidence score) generated indicative dissimilar this confidence decide model be used.

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