Model Distillation and Interpretability Methods for Machine Learning Models


[Up] [Top]

Documentation for package ‘distillML’ version 0.1.0.9

Help Pages

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