This and Foundations of Statistical Natural Language Processing by Manning and Schutze are the two big introductory texts in natural language processing. I prefer the Jurafsky book; it goes into more detail, has more examples, and is written more for use as a class text. Make sure you get the second...
Log in with Facebook 