Explainability in Machine Learning: Top Techniques

Her intro is very easy to read for non-experts. She also lists many topics people can DuckDuckGo further for details and example code.

I’ll throw in an extra one I saw on how to use SHAP:

https://m.mage.ai/how-to-interpret-and-explain-your-machine-...