SHAP Plots For Tabular Data - Interpretation Cheat Sheet
SHAP is super popular for interpreting machin learning models.
But there's a confusing amount of different plots available to visualize the resulting Shapley values.
But not any more.
To save everyone time and headaches, I created this cheat sheet for interpreting the most important SHAP plots
Content Of The Cheat Sheet
You'll get a 1-page PDF cheat sheet with:
💬 An overview of the most important plots provided by SHAP:
- force plot
- beeswarm plot
- waterfall plot
- scatter plot
- bar plot
🤓 Quick guide for recommending when to use which plot
✅ Focus on interpretation
❌ No code, no longish introductions, no bla bla.
Who Is The Cheat Sheet For?
The cheat sheet is for anyone in need of interpreting SHAP plots. Or if you just want a handy reminder of the different visualizations.
But you should already should know the basics of SHAP and machine learning before using the cheat sheet.
Why get this cheat sheet?
✅ Feel confident about a correct model interpretation
✅ No more headaches for interpreting SHAP plots
✅ Save time otherwise spent scrolling through the huge shap documentation and blog posts
Get your cheat sheet today!
My name is Christoph, I am the author of the book Interpretable Machine Learning, and I work on making statistical modeling and machine learning accessible through my writing.
Cheat sheet for interpreting SHAP plots