Machine Learning, Generalization, Regularization, Overfitting, Bias.
learning is to find statistical patterns in a training set that generalize to data outside the training set. Take the following simple NLP problem: Say you want to predict a word in a sequence given its preceding words. For example, the sequence “the cat ___” may be followed by sleeps, enjoys, or