In the context of data mining, what does the term "overfitting" refer to$?$

Group of answer choices

The model captures noise in the training data as if it were a real pattern

The model fails to converge during the training process

The model performs well on training data but poorly on unseen data

The model is too simple to capture the underlying patterns in the data