What is Individual Conditional Expectation (ICE)?

Individual Conditional Expectation (ICE)

Individual conditional explanation (ICE) plots visualize one line per instance to show how the instance’s prediction changes when a feature changes. Although ICE curves can uncover heterogeneous relationships, this approach requires drawing features on multiple overlapping surfaces, limiting its utility in practice as it is hard to for humans to read.