Data Labeling in Machine Learning with Python
By Vijaya Kumar Suda
(2024, Packt Publishing, 398 pages, ISBN-13: 978-1804610541)
In Data Labeling in Machine Learning with Python, author Vijaya Kumar Suda provides a comprehensive guide to data annotation, a crucial step in building effective machine learning models. Whether you’re a beginner or an experienced professional in the field, this book offers valuable insights into how to label data properly, avoid common pitfalls, and use the right tools to enhance your machine learning projects.
Who Is This Book For?
- Developers and ML Engineers: Learn to improve data quality and boost your models’ performance.
- Data Analysts: Gain skills in accurate data labeling to refine your analyses.
- Students and Beginners: Discover the basics of data annotation and accelerate your professional growth.
- Researchers: Explore advanced annotation methods to aid scientific research.
- Project Managers: Learn how to manage data annotation processes effectively within teams.
What’s Inside the Book?
The book covers all aspects of data labeling, starting with the basics and moving to more advanced techniques. Key topics include:
- Introduction to Data Annotation: Understand fundamental concepts and methods.
- Python Tools and Libraries: Learn how to use tools like Labelbox, LabelImg, and VGG Image Annotator.
- Advanced Data Annotation: Automate processes using machine learning and deep learning.
- Data Quality Improvement: Tips on ensuring high-quality data for effective models.
- Ethical Considerations: Explore the ethical aspects of data annotation.
- Practical Case Studies: Real-world examples that help apply the knowledge to actual projects.
About the Author
Vijaya Kumar Suda is a seasoned data and AI professional with over 20 years of experience, having worked with global clients in countries like Switzerland, Belgium, India, and the USA. Currently, he is a Senior Data and AI Consultant at Microsoft, specializing in data engineering, machine learning, generative AI, and cloud solutions.
For anyone looking to master data labeling and improve their machine learning models, Data Labeling in Machine Learning with Python is an essential guide. Visit ThinkJava.net for more programming resources and insights into machine learning techniques.
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