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Free Download Data-Centric Machine Learning with Python:
The ultimate guide to engineering and deploying high-quality models based on good data
English | 2024 | ISBN: 1804618128 | 466 Pages | EPUB (True) | 13 MB
This book will help you understand what data-centric ML/AI is and how it can help you to realize the potential of 'small data'. Delving into the building blocks of data-centric ML/AI, you'll explore the human aspects of data labeling, tackle ambiguity in labeling, and understand the role of synthetic data. From strategies to improve data collection to techniques for refining and augmenting datasets, you'll learn everything you need to elevate your data-centric practices. Through applied examples and insights for overcoming challenges, you'll get a roadmap for implementing data-centric ML/AI in diverse applications in Python.
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