Get the Insights of Your Neural Network


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Documentation for package ‘innsight’ version 0.3.0

Help Pages

innsight-package Get the insight of your neural network
+-method Generic add function for 'innsight_ggplot2'
+.innsight_ggplot2 Generic add function for 'innsight_ggplot2'
AgnosticWrapper Super class for model-agnostic interpretability methods
ConnectionWeights Connection weights method
convert Syntactic sugar for object construction
ConvertedModel Converted torch-based model
Converter Converter of an artificial neural network
DeepLift Deep learning important features (DeepLift)
DeepSHAP Deep Shapley additive explanations (DeepSHAP)
ExpectedGradient Expected Gradients
get_result Get the result of an interpretation method
Gradient Vanilla Gradient and Gradient\timesInput
GradientBased Super class for gradient-based interpretation methods
innsight Get the insight of your neural network
innsight_ggplot2 S4 class for ggplot2-based plots
innsight_plotly S4 class for plotly-based plots
innsight_sugar Syntactic sugar for object construction
IntegratedGradient Integrated Gradients
InterpretingMethod Super class for interpreting methods
LIME Local interpretable model-agnostic explanations (LIME)
LRP Layer-wise relevance propagation (LRP)
plot-method Generic print, plot and show for 'innsight_ggplot2'
plot-method Generic print, plot and show for 'innsight_plotly'
plot.innsight_ggplot2 Generic print, plot and show for 'innsight_ggplot2'
plot.innsight_plotly Generic print, plot and show for 'innsight_plotly'
plot_global Get the result of an interpretation method
print-method Generic print, plot and show for 'innsight_ggplot2'
print-method Generic print, plot and show for 'innsight_plotly'
print.innsight_ggplot2 Generic print, plot and show for 'innsight_ggplot2'
print.innsight_plotly Generic print, plot and show for 'innsight_plotly'
run_cw Syntactic sugar for object construction
run_deeplift Syntactic sugar for object construction
run_deepshap Syntactic sugar for object construction
run_expgrad Syntactic sugar for object construction
run_grad Syntactic sugar for object construction
run_intgrad Syntactic sugar for object construction
run_lime Syntactic sugar for object construction
run_lrp Syntactic sugar for object construction
run_shap Syntactic sugar for object construction
run_smoothgrad Syntactic sugar for object construction
SHAP Shapley values
show-method Generic print, plot and show for 'innsight_ggplot2'
show-method Generic print, plot and show for 'innsight_plotly'
show.innsight_ggplot2 Generic print, plot and show for 'innsight_ggplot2'
show.innsight_plotly Generic print, plot and show for 'innsight_plotly'
SmoothGrad SmoothGrad and SmoothGrad\timesInput
[-method Indexing plots of 'innsight_ggplot2'
[-method Indexing plots of 'innsight_plotly'
[.innsight_ggplot2 Indexing plots of 'innsight_ggplot2'
[.innsight_plotly Indexing plots of 'innsight_plotly'
[<--method Indexing plots of 'innsight_ggplot2'
[<-.innsight_ggplot2 Indexing plots of 'innsight_ggplot2'
[[-method Indexing plots of 'innsight_ggplot2'
[[-method Indexing plots of 'innsight_plotly'
[[.innsight_ggplot2 Indexing plots of 'innsight_ggplot2'
[[.innsight_plotly Indexing plots of 'innsight_plotly'
[[<--method Indexing plots of 'innsight_ggplot2'
[[<-.innsight_ggplot2 Indexing plots of 'innsight_ggplot2'