Question

Overfitting more probable when number of data points

Answer 1

The simplest way to avoid over-fitting is to make sure that the number of independent parameters in your fit is much smaller than the number of data points you have. ... The basic idea is that if the number of data points is ten times the number of parameters, overfitting is not possible.