k and see which k is best for your model.
k equals four will give us the best accuracy.
nearest neighbors analysis can also be used to compute values for a continuous target.
the nearest neighbors is used to obtain the predicted value for the new case.
square footage, the year it was built, and so on.
predict the price of the house as the medium of neighbors. 