Man pages for distillML
Model Distillation and Interpretability Methods for Machine Learning Models

aleConstructs an ALE for a model.
build.gridBuild grid used for weights in distilled surrogate model
center.predsCenters the predicted values for 1-d ICE and PDP plots or 2-d...
distillBuilds surrogate model from an interpreter object based on...
InterpreterInterpreter class description
localSurrogateGiven a interpreter object with at least one pair of...
plot-InterpreterPlotting method for Interpretor model
predict_ALEPrediction function for the ALE plots
predict_ICE.PlotterPrediction Function for ICE Plots
PredictorPredictor class description
predict_PDP.1D.PlotterPrediction Function for PDP Plots
predict_PDP.2D.PlotterTwo Dimensional Prediction Curve for PDP Plots
predict-PredictorPredict method for Predictor class
predict-SurrogatePrediction method for the distilled surrogate model
print-PredictorThe Printing method for Predictor class
set.center.atSets a new center in the PDP and ICE plots made by an...
set.grid.pointsSets grid points used for plotting PDP and ICE plots
SurrogateSurrogate class description
distillML documentation built on March 31, 2023, 8 p.m.