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Active Machine Learning with Python

You're reading from   Active Machine Learning with Python Refine and elevate data quality over quantity with active learning

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Product type Paperback
Published in Mar 2024
Publisher Packt
ISBN-13 9781835464946
Length 176 pages
Edition 1st Edition
Languages
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Author (1):
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Margaux Masson-Forsythe Margaux Masson-Forsythe
Author Profile Icon Margaux Masson-Forsythe
Margaux Masson-Forsythe
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Table of Contents (13) Chapters Close

Preface 1. Part 1: Fundamentals of Active Machine Learning
2. Chapter 1: Introducing Active Machine Learning FREE CHAPTER 3. Chapter 2: Designing Query Strategy Frameworks 4. Chapter 3: Managing the Human in the Loop 5. Part 2: Active Machine Learning in Practice
6. Chapter 4: Applying Active Learning to Computer Vision 7. Chapter 5: Leveraging Active Learning for Big Data 8. Part 3: Applying Active Machine Learning to Real-World Projects
9. Chapter 6: Evaluating and Enhancing Efficiency 10. Chapter 7: Utilizing Tools and Packages for Active ML 11. Index 12. Other Books You May Enjoy

Part 2: Active Machine Learning in Practice

Building upon the foundational knowledge established in the first part, Part 2 of this book transitions from theory to application, showcasing the powerful impact of active ML across various projects. This section is meticulously designed to demonstrate how active ML principles can be applied to solve real-world problems, emphasizing practical implementation with computer vision examples. Through detailed case studies and in-depth examples, readers will gain insight into the versatility and efficiency of active ML strategies when faced with the complexities of actual data.

This part includes the following chapters:

  • Chapter 4, Applying Active Learning to Computer Vision
  • Chapter 5, Leveraging Active Learning for Big Data
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