Examples

These examples are generated from jupyter notebooks, which are all available on Github

General

• Explainable AI with Shapley values
• Explaining Measures of Fairness with SHAP

Kernel Explainer

Some examples using the shap.KernelExplainer

• Census income classification with Keras
• Census income classification with scikit-learn
• Diabetes regression with scikit-learn
• ImageNet VGG16 Model with Keras
• Iris classification with scikit-learn
• Simple Kernel SHAP
• How a squashing function can effect feature importance

Tree Explainer

Some examples using the shap.TreeExplainer

• Basic SHAP Interaction Value Example in XGBoost
• Census income classification with LightGBM
• Census income classification with XGBoost
• Example of loading a custom tree model into SHAP
• Explaining a simple OR function
• Explaining the Loss of a Tree Model
• Fitting a Linear Simulation with XGBoost
• Force Plot Colors
• Front page example (XGBoost)
• League of Legends Win Prediction with XGBoost
• NHANES I Survival Model
• Speed comparison of gradient boosting libraries for shap values calculations
• parameters
• Python Version of Tree SHAP
• Scatter Density vs. Violin Plot
• Understanding Tree SHAP for Simple Models
• XGBoost Multi-class Example

Deep Explainer

Some examples using the shap.DeepExplainer

• Compute importance scores
• Front Page DeepExplainer MNIST Example
• Keras LSTM for IMDB Sentiment Classification
• PyTorch Deep Explainer MNIST example

Gradient Explainer

Some examples using the shap.GradientExplainer

• Explain an Intermediate Layer of VGG16 on ImageNet
• Explain an Intermediate Layer of VGG16 on ImageNet (PyTorch)
• Multi-input Gradient Explainer MNIST Example

Linear Explainer

Some examples using the shap.LinearExplainer

• Math behind LinearExplainer with correlation feature perturbation
• Sentiment Analysis with Logistic Regression

Partition Explainer

Some examples using the shap.PartitionExplainer

• Partition explainer
• Simple Boston Demo

Plots

Some examples using shap.plots

• Documentation by example for shap.plots.bar
• Documentation by example for shap.plots.beeswarm
• Documentation by example for shap.plots.decision_plot
• Documentation by example for shap.dependence_plot
• Documentation by example for shap.plots.heatmap
• Documentation by example for shap.plots.scatter
• Documentation by example for shap.plots.text
• Documentation by example for shap.plots.waterfall