Machine Unlearning Principles, Methods, and Evolving Frontiers
Machine Unlearning Principles, Methods, and Evolving Frontiers | 5.37 MB
Title: Machine Unlearning Principles, Methods, and Evolving Frontiers
Author: Bitan Misra, Sayan Chakraborty, Nilanjan Dey
Category: Computer Vision, Theory, General Computing
Language: English | 118 Pages | ISBN: 9781040910313
Description:
This book explores one of the most critical and emerging fields in artificial intelligence, machine unlearning. As data privacy concerns grow and regulations like GDPR demand compliance, this book provides a comprehensive guide to selectively removing learned information from machine learning models without sacrificing performance or requiring complete retraining. Covering foundational principles, advanced algorithms, benchmarking tools, and real-world case studies in healthcare, finance, and social media, the book bridges the gap between theory and practice. It also addresses ethical, legal, and societal implications, offering insights into creating trustworthy AI systems. This book is an essential resource for understanding and implementing machine unlearning in the era of responsible AI.
DOWNLOAD:
https://rapidgator.net/file/fb7edf072e97005dc5fd832786486293/Machine_Unlearning.rar
https://nitroflare.com/view/E777C0928A1E92C/Machine_Unlearning.rar
This book explores one of the most critical and emerging fields in artificial intelligence, machine unlearning. As data privacy concerns grow and regulations like GDPR demand compliance, this book provides a comprehensive guide to selectively removing learned information from machine learning models without sacrificing performance or requiring complete retraining. Covering foundational principles, advanced algorithms, benchmarking tools, and real-world case studies in healthcare, finance, and social media, the book bridges the gap between theory and practice. It also addresses ethical, legal, and societal implications, offering insights into creating trustworthy AI systems. This book is an essential resource for understanding and implementing machine unlearning in the era of responsible AI.
DOWNLOAD:
https://rapidgator.net/file/fb7edf072e97005dc5fd832786486293/Machine_Unlearning.rar
https://nitroflare.com/view/E777C0928A1E92C/Machine_Unlearning.rar
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