Machine Learning, Programming, Data Science, Statistics, Technology.
y_k; instead, we really want is to know whether f(x_0) is approximately equal to y_0, where (x_0, y_0) is an unseen test data point, not used during the training of the model. We want to choose a method that gives the lowest test error rate, as opposed to the lowest training error rate.