Machine Learning, Logistic Regression, Non Linear.
of the features describing that observation. Consider a set of n observations [x_i, y_i; Z_i] where x_i, y_i are the feature values for the ith observation. Z_i equals 1 if the ith observation belongs to the class, and equals 0 otherwise. The likelihood of having obtained n such observations is