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Individual Conditional Expectation (ICE) plots display one line per instance that shows how the instance’s prediction changes when a feature changes. The partial dependence plot for the average effect of a feature is a global method because it does not focus on specific instances, but on an overall average.

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Dec 27, 2021 · In this post, I will discuss what an Individual Conditional Expectation (ICE) Curve is, what the advantages and disadvantages are, and how to interpret and use it for model interpretability. In my previous post, I explained that Partial Dependence (PD) is a global and model-agnostic XAI method. To recap and quote directly from my previous post:

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Dec 15, 2022 · Learn how to explain a retails sales prediction model with XAI: partial dependence plot (PDP) and individual conditional expectation (ICE).