【NLP】Resources of Coursera-NLP

朴灿烈づ我的快乐病毒、 2023-06-03 15:54 42阅读 0赞

**Written By: stackupdown(jh)**

**I. Background**  
This repo is learning notes of the open course \*\*Natural Language Processing\*\* of Dan Jurafsky and Christopher Manning in Coursera.

\- Course Videos:  
You can watch the videos from youtube or coursera.The link can be reached from https://nlp.stanford.edu/manning/, which is currently \[NLP Course in Youtube\](https://www.youtube.com/playlist?list=PLoROMvodv4rOFZnDyrlW3-nI7tMLtmiJZ).  
\- The course slides is as follow:  
https://web.stanford.edu/~jurafsky/NLPCourseraSlides.html

### II. Resources ###

The following is some resources for researching NLP. It does not include some newly published resources like SQuAD or

Bert or XLNet.

#### N-grams ####

https://books.google.com/ngrams

#### Sentiment Analysis ####

http://sentiwordnet.isti.cnr.it/ SentiWordNet assigns to each synset of WordNet three sentiment scores: positivity, negativity, objectivity.

#### Extracting Relations ####

DBPedia: 1 billion RDF triples, 385 from English Wikipedia

#### 20 Semantics ####

*  [WordNet Page][]

#### Q. What's the comparision between different corpuses? ####

### III. Some Papers ###

A Primer on Neural Network Models for Natural Language Processing

A neural probabilistic language model

Efficient Estimation of Word Representations in Vector Space

Distributed Representations of Words and Phrases and their Compositionality

### III. Opensource Software/Books ###

**Speech and Language Processing**

[https://web.stanford.edu/~jurafsky/slp3/][https_web.stanford.edu_jurafsky_slp3]

**nltk**

It's written in python and now used mainly for research and teaching.

**HanLP**

[https://github.com/hankcs/HanLP][https_github.com_hankcs_HanLP] A series of toolkit for Chinese language processing(mainly), which is aimed

at production environment and now used in many opensource projects as a basic component. It is written in Java.

**IV. Researchers**

**Sebstian Ruder (A well-known blog author)**

[http://ruder.io/][http_ruder.io]

**Kimiyoung**

[http://kimiyoung.github.io/][http_kimiyoung.github.io]

转载于:https://www.cnblogs.com/wangzming/p/11557897.html

[WordNet Page]: http://wordnetweb.princeton.edu/perl/webwn
[https_web.stanford.edu_jurafsky_slp3]: https://web.stanford.edu/~jurafsky/slp3/
[https_github.com_hankcs_HanLP]: https://github.com/hankcs/HanLP
[http_ruder.io]: http://ruder.io/
[http_kimiyoung.github.io]: http://kimiyoung.github.io/