overfit

verb1

1. •
   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.

   • If your strategy is to always fit and use the global model, you will probably overfit the model (i.e., include unnecessary variables). — 2007