Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking

by Foster Provost

As the models get too complex, they look very accurate on the training data, but in fact are overfitting — the training accuracy diverges from the holdout (generalization) accuracy.

Models getting too complex