Getting Started
Measure predictions uncertainty
Control prediction errors
Calibrate multi-class predictions
Question & Answers
API
mapie.regression
mapie.metrics.regression
mapie.conformity_scores
mapie.subsample
mapie.classification
mapie.metrics.classification
mapie.risk_control
PrecisionRecallController
mapie.risk_control.PrecisionRecallController
BinaryClassificationController
mapie.risk_control.BinaryClassificationController
BinaryClassificationRisk
mapie.risk_control.BinaryClassificationRisk
mapie.calibration
mapie.metrics.calibration
mapie.utils
train_conformalize_test_split()
mapie.utils.train_conformalize_test_split
The following examples present the main functionalities of MAPIE through basic quickstart regression problems.
Use MAPIE to plot prediction intervals
Use MAPIE on data with gamma distribution
Use MAPIE with a pre-trained model
Use MAPIE on data with uneven uncertainty
Use MAPIE on data with constant uncertainty
Tutorial for time series