Deep Learning, Artificial Intelligence, NLP, Language Model, Nce.
words for some specific context h, denoted by Ph(w), a binary classifier is learnt to classify the positive samples, i.e. the training samples and the negative examples, i.e. the samples from a noise distribution Pn(w). Assuming that noise samples are k times more frequent than data samples, the