Model Diagnostics, Machine Learning.
regions. As illustrated below, the overfit model exhibits a larger gap than the other two models across all regions, with some regions showing a particularly substantial gap. The performance of the models in these regions, such as the range of 0.4 to 0.5 in scaled data, may be severely affected by