This repository aims to tackle some fundamental concepts of the NLP field. We tackle three applications of Deep Learning in the NLP context. We propose a model of the Language model to analyze the quality of words representations. There is also a POS tagging analysis in a Portuguese corpus. Finally, we tackle the textual Entailment task using a Deep Learning model.