book

Natural Language Processing Recipes: Unlocking Text Data with Machine Learning and Deep Learning using Python

Name: Natural Language Processing Recipes: Unlocking Text Data with Machine Learning and Deep Learning using Python
ISBN: 9781484242674

by Akshay Kulkarni, Adarsha Shivananda

January 2019

Beginner to intermediate

253 pages

3h 37m

English

Apress

Content preview from Natural Language Processing Recipes: Unlocking Text Data with Machine Learning and Deep Learning using Python

Akshay Kulkarni and Adarsha ShivanandaNatural Language Processing Recipeshttps://doi.org/10.1007/978-1-4842-4267-4_2

2. Exploring and Processing Text Data

Akshay Kulkarni¹ and Adarsha Shivananda¹

(1)

Bangalore, Karnataka, India

In this chapter, we are going to cover various methods and techniques to preprocess the text data along with exploratory data analysis.

We are going to discuss the following recipes under text preprocessing and exploratory data analysis.

Recipe 1. Lowercasing
Recipe 2. Punctuation removal
Recipe 3. Stop words removal
Recipe 4. Text standardization
Recipe 5. Spelling correction
Recipe 6. Tokenization
Recipe 7. Stemming
Recipe 8. Lemmatization
Recipe 9. Exploratory data analysis
Recipe 10. ...

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