N-Grams Read J & M Chapter 6, Sections 1, 2, 3 (minus Good-Turing), and 6.
Part II. Statistical NLP Advanced Artificial Intelligence Introduction and Grammar Models Wolfram Burgard, Luc De Raedt, Bernhard Nebel, Kristian Kersting.