Information
This course covers basic Natural Language Processing concepts. Topics include: language modeling, spelling correction, sentiment analysis, parsing, text classification, information retrieval, ... etc. We will closely follow Coursera's two NLP classes: that by Jurafsky and Manning, as well as that by Collins.
Textbooks
- Speech and Language Processing (Second Edition). Daniel Jurafsky and James Martin.
- Foundations of Statistical Natural Language Processing. Christopher Manning and Hinrich Schuetze.
Schedule
| Date |
Topic |
Slides |
Homework |
Deadline |
| Thursday 27 Feb. 2014 |
Introduction
|
(pdf) |
|
|
| |
Basic Text Processing |
(pdf) |
Spam Lord (data) |
Saturday 15 Mar. 2014 |
| Thursday 6 Mar. 2014 |
Language Modeling and Spelling Correction |
(pdf) |
Autocorrect (data) |
Saturday 22 Mar. 2014 |
| Thursday 13 Mar. 2014 |
Text Classification and Sentiment Analysis |
(pdf) |
Sentiment (data) |
Saturday 29 Mar. 2014 |
| Thursday 20 Mar. 2014 |
Maximum Entropy Models and NER
|
(pdf) |
NER (data) |
Saturday 5 Apr. 2014 |
| Thursday 27 Mar. 2014 |
Hidden Markov Models and POS Tagging |
(pdf) |
HMM (data) |
Saturday 12 Apr. 2014 |
| Thursday 3 Apr. 2014 |
Parsing I: PCFGs and CKY
|
(pdf) |
PCFG (data) |
Saturday 19 Apr. 2014 |
| Thursday 10 Apr. 2014 |
Parsing II: Lexicalized and Unlexicalized Parsers |
(pdf) |
CKY (data) |
Saturday 26 Apr. 2014 |
| Thursday 17 Apr. 2014 |
Information Retrieval
|
(pdf) |
IR (data) |
Saturday 3 May 2014 |
| Thursday 24 Apr. 2014 |
Midterm
|
| Thursday 1 May 2014 |
Machine Translation I
|
(pdf) |
MT (data) |
Saturday 10 May 2014 |
| Thursday 8 May 2014 |
Machine Translation II
|
(pdf) |
|
|
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|
|
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 Updating... CMP462 HW01 Data.zip (139k) Mohamed Aly, Feb 22, 2014, 10:30 PM Ċ Mohamed Aly, Feb 22, 2014, 10:30 PM Ċ Mohamed Aly, Mar 7, 2014, 4:39 AM CMP462 HW02 Data.zip (55k) Mohamed Aly, Mar 7, 2014, 4:39 AM CMP462 HW03 Data.zip (3881k) Mohamed Aly, Mar 20, 2014, 12:55 AM Ċ Mohamed Aly, Mar 20, 2014, 12:55 AM CMP462 HW04 Data.zip (676k) Mohamed Aly, Mar 20, 2014, 1:00 AM Ċ Mohamed Aly, Mar 20, 2014, 1:00 AM CMP462 HW05 Data.zip (952k) Mohamed Aly, Mar 27, 2014, 12:28 AM Ċ Mohamed Aly, Mar 27, 2014, 12:28 AM CMP462 HW06 Data.zip (32k) Mohamed Aly, Apr 3, 2014, 5:48 AM Ċ Mohamed Aly, Apr 3, 2014, 5:48 AM Ċ Mohamed Aly, Apr 10, 2014, 12:40 AM CMP462 HW07 Data.zip (368k) Mohamed Aly, Apr 10, 2014, 12:40 AM CMP462 HW08 Data.zip (10971k) Mohamed Aly, Apr 19, 2014, 3:13 AM Ċ Mohamed Aly, Apr 19, 2014, 3:14 AM CMP462 HW09 Data.zip (541k) Mohamed Aly, May 1, 2014, 8:24 AM Ċ Mohamed Aly, May 1, 2014, 8:24 AM Ċ Mohamed Aly, Feb 22, 2014, 10:30 PM Ċ Mohamed Aly, Feb 22, 2014, 10:30 PM Ċ Mohamed Aly, Mar 7, 2014, 4:37 AM Ċ Mohamed Aly, Mar 20, 2014, 12:54 AM Ċ Mohamed Aly, Mar 20, 2014, 5:28 AM Ċ Mohamed Aly, Mar 27, 2014, 7:53 AM Ċ Mohamed Aly, Apr 10, 2014, 7:08 AM Ċ Mohamed Aly, Apr 10, 2014, 7:08 AM Ċ Mohamed Aly, Apr 17, 2014, 11:19 AM Ċ Mohamed Aly, May 1, 2014, 8:23 AM Ċ Mohamed Aly, May 15, 2014, 7:47 AM
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