Jensen Dempsey

Photography, Adventure, AI, and Opinions

Establishing Quantified Uncertainty in Neural Networks


link : https://github.com/mit-ll-responsible-ai/equine

Developed the initial protonet models for this effort.

Deep neural networks (DNNs) for supervised labeling problems are known to produce accurate results on a wide variety of learning tasks. However, when accuracy is the only objective, DNNs frequently make over-confident predictions, and they also always make a label prediction regardless of whether or not the test data belongs to any known labels.

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