overfit

/ˈɒvərˌfɪt/

Definitions

1. noun

A model, equation, or system that is too complex and has been over-trained, resulting in poor performance on new, unseen data.

“The researcher warned that the overfit model would not generalize well to the real-world scenario.”

2. verb

To create or train a model that is too complex and has been over-trained, resulting in poor performance on new, unseen data.

“The data scientist overfit the model, which led to disappointing results in the competition.”

Synonyms

  • over-specialized
  • over-trained

Antonyms

  • generalizable
  • underfit