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Package overview

vennabers vennabers-package
Venn-Abers Classification and Regression Calibration
vennabers_examples
Find and Run Venn-Abers Example Scripts

Calibrate supplied predictions

venn_abers()
Fit an Inductive Venn-Abers Calibrator
cross_venn_abers()
Fit a Binary or Multiclass Cross Venn-Abers Calibrator
venn_abers_regression() predict(<venn_abers_regression>)
Moderated Inductive Venn-Abers Regression
cross_venn_abers_regression() predict(<cross_venn_abers_regression>)
Manual Cross Venn-Abers Regression with Matched Fold Models
predict(<venn_abers>)
Predict with a Venn-Abers Calibrator
predict(<cross_venn_abers>)
Predict with Matched Fold-Model Probabilities

Train and calibrate workflows

calibrated_workflow() predict(<_vennabers_fit>)
Train a Calibrated Classification or Regression Workflow
calibrate_workflow() predict(<vennabers_frozen>) print(<vennabers_frozen>)
Calibrate a Frozen Workflow
model_adapter()
Own Fit and Predict Functions as a Workflow Model
local_calibration_splits()
Resolve Prepared Local Calibration Splits
venn_abers_schema() venn_abers_encode() venn_abers_decode()
Reversible Names for Calibrated Workflows
workflow_training
Calibrated Workflow Training Reference
workflow_postprocessing
Postprocessing Before Workflow Calibration
venn_abers_tuning()
Inspect Classification or Regression Grid or Bayes Selection
venn_abers_details()
Inspect Calibrated Workflow Predictions

Assess and inspect calibration

brier_score() log_loss()
Score Classification Probabilities
calibration_plot()
Plot Classification Probability Calibration
corp_plot() corp_decomposition_plot()
Assess Calibration with CORP Reliability Diagrams
regression_plot()
Assess Regression Predictions on Held-Out Pairs
plot(<venn_abers>) plot(<cross_venn_abers>) plot(<venn_abers_regression>) plot(<cross_venn_abers_regression>) plot(<vennabers_fit>)
Plot the Calibration Map of a Fitted Venn-Abers Calibrator
venn_abers_one_hot()
One-Hot Matrices of Class Decisions
print(<venn_abers>)
Print a Venn-Abers Calibrator
print(<cross_venn_abers>)
Print a Cross Venn-Abers Calibrator