Model Overfitting

We illustrate the problem of model overfitting using A 2-D dataset containing 1500 labeled instances ,each of which is assighned to one of the two classes i.e 1 or 0. we then generate the data as follows

i) Instances from class 1 generated from a mixture of 3 gaussin distributiod centered at [6,14],[10,6] and [14,14]