Package index • innsight

Converter and converted model R6 class for converting a passed model into a torch-based model with all methods pre-implemented in each layer
`Converter`	Converter of an artificial neural network
`ConvertedModel()`	Converted torch-based model
Feature attribution methods All implemented feature attribution methods as R6 classes applying the corresponding method to the converted model during initialization
`Gradient`	Vanilla Gradient and Gradient $\times$ Input
`SmoothGrad`	SmoothGrad and SmoothGrad $\times$ Input
`IntegratedGradient`	Integrated Gradients
`ExpectedGradient`	Expected Gradients
`LRP`	Layer-wise relevance propagation (LRP)
`DeepLift`	Deep learning important features (DeepLift)
`DeepSHAP`	Deep Shapley additive explanations (DeepSHAP)
`ConnectionWeights`	Connection weights method
`LIME`	Local interpretable model-agnostic explanations (LIME)
`SHAP`	Shapley values
`convert()` `run_grad()` `run_smoothgrad()` `run_intgrad()` `run_expgrad()` `run_lrp()` `run_deeplift()` `run_deepshap()` `run_cw()` `run_lime()` `run_shap()`	Syntactic sugar for object construction
Visualization and getting results Functions and S4 classes for getting and visualizing the results
`get_result()`	Get the result of an interpretation method
`plot_global()`	Get the result of an interpretation method
`innsight_ggplot2`	S4 class for ggplot2-based plots
`innsight_plotly`	S4 class for plotly-based plots
`innsight_ggplot2` Generic functions for the S4 class `innsight_ggplot2`
`print(<innsight_ggplot2>)` `show(<innsight_ggplot2>)` `plot(<innsight_ggplot2>)`	Generic print, plot and show for `innsight_ggplot2`
`[`(<innsight_ggplot2>) `[[`(<innsight_ggplot2>) `[<-`(<innsight_ggplot2>) `[[<-`(<innsight_ggplot2>)	Indexing plots of `innsight_ggplot2`
`+`(<innsight_ggplot2>,<ANY>)	Generic add function for `innsight_ggplot2`
`innsight_plotly` Generic functions for the S4 class `innsight_plotly`
`print(<innsight_plotly>)` `show(<innsight_plotly>)` `plot(<innsight_plotly>)`	Generic print, plot and show for `innsight_plotly`
`[`(<innsight_plotly>) `[[`(<innsight_plotly>)	Indexing plots of `innsight_plotly`
Superclasses and package information Super classes intended only for the user’s information
`innsight` `innsight-package`	Get the insight of your neural network
`AgnosticWrapper`	Super class for model-agnostic interpretability methods
`GradientBased`	Super class for gradient-based interpretation methods
`InterpretingMethod`	Super class for interpreting methods

Reference

Converter and converted model

Feature attribution methods

Visualization and getting results

`innsight_ggplot2`

`innsight_plotly`

Superclasses and package information