(3rd ed. draft)
Dan Jurafsky and James H. Martin
Draft chapters in progress, Sep 23, 2018
This is the release for the start of fall term 2018.
The slides are in the process of being updated now, we are putting them up as we write them.
Significantly rewritten version of 5, 6, 7, 8, 17, 18, 19, 23, 24, 25, and a draft of 9! New pedagogical sequences on neural networks and their training, starting with logistic regression and continuing with embeddings, feed-forward nets, and RNNs. Plus new or improved coverage of BPE, tf-idf, bias in embeddings, beam search decoding, HMMs, connotation frames, lexicon induction. reading comprehension/QA. Some chapters have been moved to the Appendix.
New lecture slides (so far) for chapters 6 and 25.
Typos and comments welcome (just email firstname.lastname@example.org and let us know the date on the draft)!
And feel free to use the draft slides in your classes.
When will the book be finished? We’re shooting for late 2019.
(Sorry for the random chapter numbers and occasional missing latex crossrefs in the pdfs, we are constantly reorganizing. The order on this page is our best guess at the final order)
|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:||Language Modeling with N-Grams||LM [pptx] [pdf]||[Ch. 4 in 2nd ed.]|
|4:||Naive Bayes Classification and Sentiment||NB [pptx] [pdf] Sentiment [pptx] [pdf]||[new in this edition]|
|6:||Vector Semantics||Vector1 [pptx] [pdf] Vector2 [pptx] [pdf]|
|7:||Neural Nets and Neural Language Models||[new in this edition]|
|8:||Part-of-Speech Tagging||[Ch. 5 in 2nd ed.]|
|9:||Sequence Processing with Recurrent Networks||[new in this edition]|
|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|
|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, 20 in 2nd ed]|
|19:||Lexicons for Sentiment, Affect, and Connotation||SentLex [pptx] [pdf]||[new in this edition]|
|20:||Coreference Resolution and Entity Linking|
|23:||Question Answering||[expanded from parts of Ch 23 in 2nd ed]|
|24:||Dialog Systems and Chatbots||Dialog [pptx] [pdf]||[expanded from Ch 24 in 2nd ed]|
|25:||Advanced Dialog Systems||[expanded from Ch 24 in 2nd ed]|
|26:||Speech Recognition and Synthesis|
|Appendix Chapters (likely just on the web)|
|A:||Hidden Markov Models|
|B:||Spelling Correction and the Noisy Channel|
|C:||Computing with Word Senses: WSD and WordNet||Intro, Sim [pptx] [pdf] WSD [pptx] [pdf]||[expanded from parts of Ch. 19, 20 in 2nd ed]|