Calibration plot for ImageNet
Vision

Scaling Bayes

Neural networks are good at making predictions, but they’re not so good at estimating how certain they are. If the training data set is small and many sets of model parameters fit the data well, for instance, the network may not realize this explicitly, leading to overly confident predictions.
T-shirt covered with images of license plates
Vision

This Shirt Hates Surveillance

Automatic license plate readers capture thousands of vehicle IDs each minute, allowing law enforcement and private businesses to track drivers with or without their explicit consent.

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