You're reading from Data Augmentation with Python Enhance deep learning accuracy with data augmentation methods for image, text, audio, and tabular data

Product type Paperback

Published in Apr 2023

Publisher Packt

ISBN-13 9781803246451

Length 394 pages

Edition 1st Edition

Languages

Python

Tools

BERT

Concepts

Data Science

Author (1):

Duc Haba

View More author details

Table of Contents (17) Chapters

Preface

1. Part 1: Data Augmentation

2. Chapter 1: Data Augmentation Made Easy FREE CHAPTER

3. Chapter 2: Biases in Data Augmentation

4. Part 2: Image Augmentation

5. Chapter 3: Image Augmentation for Classification

6. Chapter 4: Image Augmentation for Segmentation

7. Part 3: Text Augmentation

8. Chapter 5: Text Augmentation

9. Chapter 6: Text Augmentation with Machine Learning

10. Part 4: Audio Data Augmentation

11. Chapter 7: Audio Data Augmentation

12. Chapter 8: Audio Data Augmentation with Spectrogram

13. Part 5: Tabular Data Augmentation

14. Chapter 9: Tabular Data Augmentation

15. Index

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16. Other Books You May Enjoy

Python Notebook

Jupyter Notebook is an open source web application that is the de facto choice for AI, ML, and data scientists. Jupyter Notebook supports multiple computer languages, and the most popular is Python.

Throughout this book, the term Python Notebook will be used synonymously for Jupyter Notebook, JupyterLab, and Google Colab Jupyter Notebook.

For Python developers, there are many choices of integrated development environment (IDE) platforms, such as Integrated Development and Learning Environment (IDLE), PyCharm, Microsoft Visual Studio, Atom, Sublime, and many more. Still, a Python Notebook is the preferred choice for AI, ML, and data scientists. It is an interactive IDE fit for exploring, coding, and deploying AI projects.

Fun fact

The easiest learning method is reading this book, running the code, and hacking it. This book cannot cover all scenarios; therefore, you must be comfortable with hacking the code so that it matches your real-world dataset. The Python Notebook is designed for interactivity. It gives us the freedom to play, explore, and make mistakes.

Python Notebook is the development tool of choice, and in particular, we will review the following:

Google Colab
Python Notebook options
Installing Python Notebook

Let’s begin with Google Colab.

You're reading from Data Augmentation with Python Enhance deep learning accuracy with data augmentation methods for image, text, audio, and tabular data

Table of Contents (17) Chapters

Python Notebook

Authors (1)

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