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Bhavana Chunchu

Individual Conditional Expectation(ICE) in Structured Classification

In the previous article, we discussed partial dependence plots and their working. In this article, we will discuss Individual Conditional Expectation(ICE). Similar to Partial Dependence Plots, Individual Conditional Expectation is also a model visualization technique. Drawbacks of Partial Dependence Plots Before jumping into the ICE let us discuss the

Figure : Source

Partial Dependence Plots in Structured Classification

Interpreting machine learning models can be defined as a process of identifying the different characteristics of that particular model. The main reason for interpreting/explaining the machine learning model is that the user wants to know how the model works and has trust issues. There are several interpretability techniques, which