The Ultimate Guide to PDPs and ICE Plots

The intuition, maths and code (R and Python) behind partial dependence plots and individual conditional expectation plots

(source: author)

Both PDPs and ICE plots can help us understand how our models make predictions.

Using PDPs we can visualise the relationship between model features and the target…