This undergraduate textbook introduces essential machine learning concepts in NLP in a unified and gentle mathematical framework.

In recent years, deep learning has fundamentally changed the landscapes of a number of areas in artificial intelligence, including speech, vision, natural langu

Discover the concepts of deep learning used for natural language processing (NLP), with full-fledged examples of neural network models such as recurrent neural

Deep learning methods are achieving state-of-the-art results on challenging machine learning problems such as describing photos and translating text from one la

A survey of computational methods for understanding, generating, and manipulating human language, which offers a synthesis of classical representations and algo