NaturalLanguageProcessing_PythonandNLTK
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2024-06-13 23:35:25
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文档简介:
Natural Language Processing: Python
and NLTK
Table of Contents
Natural Language Processing: Python and NLTK
Natural Language Processing: Python and NLTK
Credits
Preface
What this learning path covers
What you need for this learning path
Who this learning path is for
Reader feedback
Customer support
Downloading the example code
Errata
Piracy
Questions
1. Module 1
1. Introduction to Natural Language Processing
Why learn NLP?
Let's start playing with Python!
Lists
Helping yourself
Regular expressions
Dictionaries
Writing functions
Diving into NLTK
Your turn
Summary
2. Text Wrangling and Cleansing
What is text wrangling?
Text cleansing
Sentence splitter
Tokenization
Stemming
Lemmatization
Stop word removal
Rare word removal
Spell correction
Your turn
Summary
3. Part of Speech Tagging
What is Part of speech tagging
Stanford tagger
Diving deep into a tagger
Sequential tagger
N-gram tagger
Regex tagger
Brill tagger
Machine learning based tagger
Named Entity Recognition (NER)
NER tagger
Your Turn
Summary
4. Parsing Structure in Text
Shallow versus deep parsing
The two approaches in parsing
Why we......
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