Deep Learning with Keras

GRU with Keras — POS tagging

Keras provides a GRU implementation, that we will use here to build a network that does POS tagging. A POS is a grammatical category of words that are used in the same way across multiple sentences. Examples of POS are nouns, verbs, adjectives, and so on. For example, nouns are typically used to identify things, verbs are typically used to identify what they do, and adjectives to describe some attribute of these things. POS tagging used to be done manually, but nowadays this is done automatically using statistical models. In recent years, deep learning has been applied to this problem as well (for more information refer to the article: Natural Language Processing (almost) from Scratch, by R. Collobert, Journal ...