# Model Distillation and Interpretability Methods for Machine Learning Models

## Documentation for package ‘distillML’ version 0.1.0.13

- DESCRIPTION file.

## 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