Model Distillation and Interpretability Methods for Machine Learning Models

Documentation for package ‘distillML’ version 0.1.0.13

ale	Constructs an ALE for a model.
build.grid	Build grid used for weights in distilled surrogate model
center.preds	Centers the predicted values for 1-d ICE and PDP plots or 2-d PDP plots
distill	Builds surrogate model from an interpreter object based on the univariate PDP functions of the original model.
Interpreter	Interpreter class description
localSurrogate	Given a interpreter object with at least one pair of features, create a small surrogate model for the two features using the PDP function as the output and the two features as the independent variables.
plot-Interpreter	Plotting method for Interpretor model
plot.Interpreter	Plotting method for Interpretor model
predict-Predictor	Predict method for Predictor class
predict-Surrogate	Prediction method for the distilled surrogate model
predict.Predictor	Predict method for Predictor class
predict.Surrogate	Prediction method for the distilled surrogate model
Predictor	Predictor class description
predict_ALE	Prediction function for the ALE plots
predict_ICE.Plotter	Prediction Function for ICE Plots
predict_PDP.1D.Plotter	Prediction Function for PDP Plots
predict_PDP.2D.Plotter	Two Dimensional Prediction Curve for PDP Plots
print-Predictor	The Printing method for Predictor class
print.Predictor	The Printing method for Predictor class
set.center.at	Sets a new center in the PDP and ICE plots made by an Interpreter
set.grid.points	Sets grid points used for plotting PDP and ICE plots
Surrogate	Surrogate class description