• Dec 22, 2025 introduction to machine learning by ethem alpaydin rs when a model captures noise instead of the underlying pattern, leading to poor generalization. Underfitting happens when a model is too simple to capture the data trends. Alpaydin underscores the importanc BY Brooke Hyatt