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aangelopoulos / conformal_classification

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Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

classifier machine-learning statistics deep-neural-networks computer-vision pytorch artificial-intelligence uncertainty vision neural-networks classification imagenet uncertainty-quantification nonparametric conformal nonparametric-statistics conformal-prediction distribution-free prediction-sets
  • Updated Jan 23, 2023
  • Jupyter Notebook

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