2 results found Sort:

henrikbostrom
crepes henrikbostrom
28
358
bsd-3-clause
4
Conformal classifiers, regressors and predictive systems
python sklearn regression scikit-learn prediction-sets jupyter-notebook machine-learning quantile-regression confidence-intervals conformal-prediction conformal-regressors prediction-intervals conformal-classifiers uncertainty-quantification conformal-predictive-systems cumulative-distribution-function
Created 2021-11-17
186 commits to main branch, last one a day ago
aangelopoulos
conformal_classification aangelopoulos
34
217
mit
8
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).
vision pytorch imagenet conformal classifier statistics uncertainty nonparametric classification computer-vision neural-networks prediction-sets machine-learning distribution-free conformal-prediction deep-neural-networks artificial-intelligence nonparametric-statistics uncertainty-quantification
Created 2020-09-04
135 commits to master branch, last one about a year ago