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Data Augmentation with Python
book

Data Augmentation with Python

by Duc Haba
April 2023
Intermediate to advanced content levelIntermediate to advanced
394 pages
8h 45m
English
Packt Publishing
Content preview from Data Augmentation with Python

6

Text Augmentation with Machine Learning

Text augmentation with machine learning (ML) is an advanced technique compared to the standard text augmenting methods we covered in the previous chapter. Ironically, text augmentation aims to improve ML model accuracy, but we used a pre-trained ML model to create additional training NLP data. It’s a circular process. ML coding is not in this book’s scope, but understanding the difference between using libraries and ML for text augmentation is beneficial.

Augmentation libraries, whether for image, text, or audio, follow the traditional programming methodologies with structure data, loops, and conditional statements in the algorithm. For example, as shown in Chapter 5, the pseudocode for implementing ...

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Publisher Resources

ISBN: 9781803246451