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0.9.2

Getting Started

  • Quick Start with MAPIE
  • Split/Cross-Conformal Prediction

REGRESSION

  • Theoretical Description
  • Theoretical Description for Conformity Scores
  • Tutorial for tabular regression
  • Tutorial for conformalized quantile regression (CQR)
  • Tutorial for time series
  • Regression examples
  • Regression notebooks

CLASSIFICATION

  • Theoretical Description
  • Tutorial for classification
  • Cross-conformal for classification
  • Classification examples
  • Classification notebooks

BINARY CLASSIFICATION

  • Theoretical Description
  • Tutorial for set prediction

MULTI-LABEL CLASSIFICATION

  • Theoretical Description
  • Tutorial for multilabel-classification
  • Multi-label Classification notebooks

MONDRIAN

  • Theoretical Description
  • Tutorial for tabular regression with Mondrian

CALIBRATION

  • Theoretical Description
  • Calibration examples
  • Calibration notebooks

METRICS

  • Theoretical Description

API

  • MAPIE API
MAPIE
  • »
  • Overview: module code

All modules for which code is available

  • mapie.calibration
  • mapie.classification
  • mapie.conformity_scores.bounds.absolute
  • mapie.conformity_scores.bounds.gamma
  • mapie.conformity_scores.bounds.residuals
  • mapie.conformity_scores.classification
  • mapie.conformity_scores.regression
  • mapie.conformity_scores.sets.aps
  • mapie.conformity_scores.sets.lac
  • mapie.conformity_scores.sets.naive
  • mapie.conformity_scores.sets.raps
  • mapie.conformity_scores.sets.topk
  • mapie.metrics
  • mapie.mondrian
  • mapie.multi_label_classification
  • mapie.regression.quantile_regression
  • mapie.regression.regression
  • mapie.regression.time_series_regression
  • mapie.subsample

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