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

by Foster Provost

as we increase the amount of flexibility we have to fit the data, we increase the chance that we fit the data too well. The model can fit details of its particular training set rather than finding patterns or models that apply more generally.

Increasing flexibility of fitting the data