Chapter 2: Regular Expressions, Text Normalization, Edit Distance
Chapter 3: Finite State Transducers (not written yet)
Chapter 4: Language Modeling with N-grams
Chapter 5: Spelling Correction and the Noisy Channel
Chapter 6: Naive Bayes and Sentiment Classification
Chapter 7: Logistic Regression
Chapter 8: Neural Networks and Neural Language Models
Chapter 9: Hidden Markov Models
Chapter 10: Part-of-Speech Tagging
Chapter 11: Formal Grammars of English
Chapter 12: Syntactic Parsing
Chapter 13: Statistical Parsing
Chapter 14: Dependency Parsing
Chapter 15: Vector Semantics
Chapter 16: Semantics with Dense Vectors
Chapter 17: Computing with Word Senses
Chapter 18: Lexicons for Sentiment and Affect Extraction
Chapter 19: The Representation of Sentence Meaning
Chapter 20: Computational Semantics
Chapter 21: Information Extraction
Chapter 22: Semantic Role Labeling
Chapter 23: Coreference Resolution and Entity Linking
Chapter 24: Discourse Coherence
Chapter 25: Machine Translation and Seq2Seq Models