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CSE Home | About Us | Search | Contact Info |
Instructor:
Yejin Choi
(yejin at cs dot washington dot edu) Office hours: TBD at CSE 578 (and by appointment) |
TA:
Ignacio Cano
(icano at cs dot washington dot edu) Office hours: TBD at CSE 370 (and by appointment) TA: James Ferguson (jfferg at cs dot washington dot edu) Office hours: TBD at CSE 410-5 (and by appointment) |
Week | Dates | Topics & Lecture Slides | Notes (Required) | Textbook | Supplementary Readings |
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1 | Oct 6 | Introduction [Slides]; Language Models (LM) [Slides] | LM Notes | J&M 4.1-4; M&S 6 | [Large LMs] [Berkeley LM] |
2 | Oct 13 | Sequences: Language Models and Smoothing; Hidden Markov Models (HMMs) [Slides] | HMM Notes | J&M 4.5-7; M&S 6 | [Smoothing] |
3 | Oct 20 | Hidden Markov Models (HMMs) [Slides]& Part-Of-Speech Tagging [Slides] | J&M 5.1-5.3; 6.1-6.4; M&S 9, 10.1-10.3 | [TnT Tagger] [Stanford Tagger] [SOTA POS] | |
4 | Oct 27 | Trees: Probabilistic Context Free Grammars (PCFG) and Parsing [Slides] | PCFG Notes, Lexicalized PCFGs | J&M 13-14; M&S 11-12 | [Syntax Intro] [Incremental] [Best First] [A* Parsing] [Lexicalized] [Unlexicalized] [Split Merge] |
5 | Nov 3 | More Parsing [Slides]; Expectation Maximization (EM)[Slides] | EM Notes, Forward-backward, Inside-outside | J&M 6.5; M&S 9.3-4; 11.3-4 | [Semi-supervised Naive Bayes] [EM Tutorial] [EM for Feature-Rich] |
6 | Nov 10 | Machine Translation (MT): Word Alignment [Slides] | IBM Models 1 and 2 | J&M 25.1-6; M&S 13 | [IBM Models] [HMM Model] [MERT Training] |
7 | Nov 17 | Log-Linear / Feature-Rich Models: Conditional Random Fields (CRFs) [Slides-nov17] | Log-linear models CRF Notes | J&M 6.6-6.8; M&S 16.2-16.3 | [MaxExt] [CRF Tutorial] [CRF LM] [CRF Parsing] |
8 | Nov 24 | More Machine Translation (MT): Phrase-based MT [Slides]; Syntax-based MT [Slides I] [II] | Phrase-based Notes | J&M 25.6-10; M&S 13 | [SCFG Tutorial] [Hiero] [Tree-to-String] [Tree-to-Tree] |
9 | Dec 1 | Knowledge & Semantic Relations: Information Extraction; Entailment; [Slides] | J&M 22 | [Entailment Graphs] [Paraphrasing w/ MT] [Paraphrasing and Entailment] | |
10 | Dec 8 | Neural Models |
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Department of Computer Science & Engineering University of Washington Box 352350 Seattle, WA 98195-2350 (206) 543-1695 voice, (206) 543-2969 FAX |