这是一份关于《Speech and Language Processing》Third Edition draft的学习笔记（思维导图形式）
点击这里下载这本书的电子档和章节ppt
(由于在学习期间一边看了第二版的视频，所以笔记章节有点混乱)
| 章节 | 章节名 | 幻灯片 | 与第2版的关联 | 思维导图 |
|---|---|---|---|---|
| 1: | Introduction | [Ch. 1 in 2nd ed.] | ||
| 2: | Regular Expressions, Text Normalization, and Edit Distance | Text [pptx][pdf] Edit Distance [pptx][pdf] | [Ch. 2 and parts of Ch. 3 in 2nd ed.] | 2_Historical Notes 2_Minimum Edit Distance 2_Regular Expressions 2_Text Normalization |
| 3: | Language Modeling with N-Grams | LM [pptx] [pdf] | [Ch. 4 in 2nd ed.] | 4_Language Models(LMs) |
| 4: | Naive Bayes Classification and Sentiment | NB [pptx] [pdf] Sentiment [pptx] [pdf] | [new in this edition] | 6_Naive Bayes |
| 5: | Logistic Regression | 7_Logistic Regression | ||
| 6: | Vector Semantics | Vector1 [pptx] [pdf] Vector2 [pptx] [pdf] | ||
| 7: | Neural Nets and Neural Language Models | 8_Neural Networks and Neural Language Models | ||
| 8: | Part-of-Speech Tagging | [Ch. 5 in 2nd ed.] | ||
| 9: | Neural Sequence Modeling: RNNs and LSTMs | |||
| 10: | Formal Grammars of English | [Ch. 12 in 2nd ed.] | ||
| 11: | Syntactic Parsing | [Ch. 13 in 2nd ed.] | ||
| 12: | Statistical Parsing | [Ch. 14 in 2nd ed.] | ||
| 13: | Dependency Parsing | [new in this edition] | ||
| 14: | The Representation of Sentence Meaning | |||
| 15: | Computational Semantics | |||
| 16: | Semantic Parsing | |||
| 17: | Information Extraction | [Ch. 22 in 2nd ed.] | ||
| 18: | Semantic Role Labeling and Argument Structure | SRL [pptx] [pdf] Select [pptx] [pdf] | [expanded from parts of Ch. 19 and 20 in 2nd ed.] | |
| 19: | Computing with Word Senses: WSD and WordNet | Intro, Sim [pptx] [pdf] WSD [pptx] [pdf] | [expanded from parts of Ch. 19 and 20 in 2nd ed.] | |
| 20: | Lexicons for Sentiment and Affect Extraction | SentLex [pptx] [pdf] | [new in this edition] | |
| 21: | Coreference Resolution and Entity Linking | |||
| 22: | Discourse Coherence | |||
| 23: | Seq2seq Models and Machine Translation | |||
| 24: | Question Answering | [expanded from parts of Chapter 23 in the second edition] | ||
| 25: | Dialog Systems and Chatbots | Dialog [pptx] [pdf] | [expanded from Chapter 24 in the second edition] | |
| 26: | Advanced Dialog Systems | [expanded from Chapter 24 in the second edition] | ||
| 27: | Speech Recognition | |||
| 27: | Speech Synthesis | |||
| A: | Hidden Markov Models |