Speech and Language Processing
(3rd ed. draft)
|
| Chapter | Slides | Relation to 2nd ed. | |
| 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.] |
| 3: | Finite State Transducers | ||
| 4: | Language Modeling with N-Grams |
LM [pptx]
[pdf] |
[Ch. 4 in 2nd ed.] |
| 5: | Spelling Correction and the Noisy Channel |
Spelling
[pptx]
[pdf] |
[expanded from pieces in Ch. 5 in 2nd ed.] |
| 6: | Naive Bayes Classification and Sentiment |
NB [pptx]
[pdf] Sentiment [pptx] [pdf] |
[new in this edition] |
| 7: | Logistic Regression | ||
| 8: | Neural Nets and Neural Language Models | ||
| 9: | Hidden Markov Models | [Ch. 6 in 2nd ed.] | |
| 9b: | Neural Sequence Modeling: RNNs and LSTMs | ||
| 10: | Part-of-Speech Tagging | [Ch. 5 in 2nd ed.] | |
| 11: | Formal Grammars of English | [Ch. 12 in 2nd ed.] | |
| 12: | Syntactic Parsing | [Ch. 13 in 2nd ed.] | |
| 13: | Statistical Parsing | [Ch. 14 in 2nd ed.] | |
| 14: | Dependency Parsing | [new in this edition] | |
| 15: | Vector Semantics | Vector [pptx] [pdf] | [expanded from parts of Ch. 19 and 20 in 2nd ed.] |
| 16: | Semantics with Dense Vectors | Dense Vector [pptx] [pdf] | [new in this edition] |
| 17: | 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.] |
| 18: | Lexicons for Sentiment and Affect Extraction | SentLex [pptx] [pdf] | [new in this edition] |
| 19: | The Representation of Sentence Meaning | ||
| 20: | Computational Semantics | ||
| 21: | Information Extraction | [Ch. 22 in 2nd ed.] | |
| 22: | Semantic Role Labeling and Argument Structure |
SRL [pptx]
[pdf] Select [pptx] [pdf] |
[expanded from parts of Ch. 19 and 20 in 2nd ed.] |
| 24: | Coreference Resolution and Entity Linking | ||
| 25: | Discourse Coherence | ||
| 26: | Seq2seq Models and Machine Translation | ||
| 27: | Summarization | ||
| 28: | Question Answering | [expanded from parts of Chapter 23 in the second edition] | |
| 29: | Dialog Systems and Chatbots | [expanded from Chapter 24 in the second edition] | |
| 30: | Advanced Dialog Systems | [expanded from Chapter 24 in the second edition] | |
| 31: | Speech Recognition | ||
| 32: | Speech Synthesis |