Case Study: Local Explanations with ICE Curves

In this lesson, we’ll learn about a technique called individual conditional expectation (ICE) curves, which helps us understand how changing a specific feature affects the predictions of a machine learning model for each individual data point.

Individual conditional expectation (ICE) curves show how the prediction of each individual data point changes when a feature is changed. Each data point is represented by a line on the ICE curve, illustrating how the prediction varies with different feature values.