NLP – Introduction & Table of contents

NLP – Introduction & Table of contents

2020년 August 20일 0 By SUNGMIN

 

 

I will upload the contents which is basic theory of natural language processing. It will bemainly based on this book and other books or thesis.

This is the table of contents for my site’s nlp theory. And I will write it with english.

Table of Contents

Basic Part

1.What is NLP?

2.Basic Principles of Linguistics

3.Text Preprocessing

4.  Morphological Analysis and POS Tagging

5.Syntax Analysis

6.Semantic Analysis

7.Named Entity Recognition

8.Language Model

9.Information Extraction

10.Question & Answering

11.Machine Translation

12.Natural Language Generation

13.Dialog System

14.Text Summarization

15.Text Categorization

 

Deep Learning Based Part

16. What is Deep Learning

17. Word Embedding

18. Convolutional Neural Network

19. Recurrent Neural Network

20. Morphological Analysis and POS Tagging(Deep Learning Base)

21. Semantic Analysis (Deep Learning Base)

22. Named Entity Recognition (Deep Learning Base)

23. Question & answering (Deep Learning Base)

24. Machine Translation (Deep Learning Base)

25. Natural Language Generation(Deep Learning Base)

26. Text Summarization (Deep Learning Base)

27. Dialog System (Deep Learning Base)

28. SNS Analysis (Deep Learning Base)

 

Expected Order of Writing

1 -> 2 -> 3 -> 4 -> 5 -> 6

-> 16 -> 17 -> 18 -> 19 -> 20

-> 7 -> 8 -> 9 -> 10 -> 11 -> 12

-> 13 -> 21 -> 22 -> 23 -> 24

-> 25 -> 26 -> 27 -> 14 -> 15 -> 28

After upload this, I will post articles on thesis analysis, latest trend of NLP and NLP project analysis.