COMS W4705: Natural Language Processing

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Instructor: Michael Collins
Time & Location: This semester the class will be taught in a flipped classroom format: details are here.

TAs and Office Hours:


Tom Effland - Friday noon-1.30pm, CEPSR 721
Danning Zheng - Thursday 4.15pm-5.45pm, computer science TA room
Xingyu Chen - Tuesday 2.30pm-4pm, computer science TA room

Announcements:

Past midterms for the class are here: fall 2011, fall 2012, fall 2013.


Lectures: Video lectures are all available by logging in to Courseworks 2.

Date Topics Video Lectures References Flipped Classroom Materials
Week 1 (January 17th-23rd) Introduction to NLP,
Language Modeling (Slides)
Modules 1-5 in courseworks. Sections 1.1-1.4 of Notes on language modeling (required reading).
Questions (part 1), Solutions (part 1) Questions (part 2), Solutions (part 2)
Week 2 (Jan 24th-30th) Tagging, and Hidden Markov Models (Slides) Week 2 Coursera videos from The tagging problem (10:01) to Summary (1:50) inclusive. (Module 6 in courseworks.) Notes on tagging problems, and hidden Markov models (required reading)
Questions, Solutions
Week 3 (Jan 31st-Feb 6th) Parsing, and Context-free Grammars (Slides) Courseworks videos: [1] All of Module 7; [2] Module 8, sections 8-1 to 8-3 inclusive Questions, Solutions
Week 4 (Feb 7th-13th) Probabilistic Context-free Grammars (continued), and lexicalized context-free grammars (Slides part 1) (Slides part 2), (Slides part 3) Courseworks videos: [1] Module 8, sections 8-4 to 8-6; [2] All of Module 9; [3] All of Module 10 Notes on Probabilistic Context-Free Grammars (required reading)
Questions, Solutions
Week 5 (Feb 14th-20th) Log-Linear Models (Slides) All videos in Module 15 on Courseworks. Notes on Log-Linear Models (required reading)
Questions, Solutions