Verb
overfit (third-person singular simple present overfits, present participle overfitting, simple past and past participle overfitted)
(statistics) To use a statistical model that has too many parameters relative to the size of the sample leading to a good fit with the sample data but a poor fit with new data.
Antonym: underfit