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Data Labeling in Machine Learning with Python

You're reading from   Data Labeling in Machine Learning with Python Explore modern ways to prepare labeled data for training and fine-tuning ML and generative AI models

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Product type Paperback
Published in Jan 2024
Publisher Packt
ISBN-13 9781804610541
Length 398 pages
Edition 1st Edition
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Author (1):
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Vijaya Kumar Suda Vijaya Kumar Suda
Author Profile Icon Vijaya Kumar Suda
Vijaya Kumar Suda
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Toc

Table of Contents (18) Chapters Close

Preface 1. Part 1: Labeling Tabular Data
2. Chapter 1: Exploring Data for Machine Learning FREE CHAPTER 3. Chapter 2: Labeling Data for Classification 4. Chapter 3: Labeling Data for Regression 5. Part 2: Labeling Image Data
6. Chapter 4: Exploring Image Data 7. Chapter 5: Labeling Image Data Using Rules 8. Chapter 6: Labeling Image Data Using Data Augmentation 9. Part 3: Labeling Text, Audio, and Video Data
10. Chapter 7: Labeling Text Data 11. Chapter 8: Exploring Video Data 12. Chapter 9: Labeling Video Data 13. Chapter 10: Exploring Audio Data 14. Chapter 11: Labeling Audio Data 15. Chapter 12: Hands-On Exploring Data Labeling Tools 16. Index 17. Other Books You May Enjoy

Technical requirements

Let’s understand the prerequisites needed for each tool we’ll discuss for you to follow along in this chapter.

Azure Machine Learning data labeling

Azure Machine Learning provides labeling tools to rapidly prepare data for machine learning projects. Let’s create an Azure subscription and Azure Machine Learning workspace as follows:

  • Azure subscription: You can create a free Azure subscription at https://azure.microsoft.com/en-us/free.
  • Azure Machine Learning workspace: Once your Azure subscription is ready, you can create an Azure Machine Learning workspace in that subscription.

Label Studio

Install the label-studio Python library using your Python editor:

%pip install label-studio

Then, start the Label Studio development server using the following shell command:

!label-studio start

pyOpenAnnotate

pyOpenAnnotate is a simple tool that helps to label and annotate images and videos using OpenCV.

Let...

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