As algorithm performance on training data increases, performance on test data increases only to a certain point (dashed line). Increases in performance on training data beyond this point results in overfitting.

 
  Part of: Thessen A (2016) Adoption of Machine Learning Techniques in Ecology and Earth Science. One Ecosystem 1: e8621. https://doi.org/10.3897/oneeco.1.e8621