partial dependence plots

How to Interpret Partial Dependence Plots?

PDPs plot the average predicted outcome as a function of one or two features, marginalizing over the other features. A flat line indicates no influence of the feature on the predicted outcome, while a steep slope suggests a strong influence. For example, in a PDP for dose-response data, a steep slope would indicate that changes in dose significantly affect toxicity.

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