Machine Unlearning: Concepts, Techniques and Applications
暫譯: 機器遺忘:概念、技術與應用

Gupta, Rajan, Gupta, Anamika, Kochhar, Sarabjeet Kaur

  • 出版商: Springer
  • 出版日期: 2026-07-02
  • 售價: $6,860
  • 貴賓價: 9.5$6,517
  • 語言: 英文
  • 頁數: 182
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3032184460
  • ISBN-13: 9783032184467
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book masters the critical skill of selective data removal from AI systems--essential for regulatory compliance and ethical AI development. This comprehensive book bridges the gap between theoretical foundations and practical implementation, offering clear pathways through both exact and approximate unlearning methodologies. Designed for machine learning engineers, privacy specialists, researchers, and policymakers, it uniquely integrates technical depth with legal and ethical frameworks. From telecom to finance, discover how to eliminate data influence while preserving model utility. Ideal for graduate courses, professional training, and organizational compliance initiatives, this book positions you at the forefront of responsible AI innovation in an increasingly privacy-conscious world.

商品描述(中文翻譯)

本書掌握了從人工智慧系統中選擇性移除數據的關鍵技能,這對於遵循法規和道德的人工智慧發展至關重要。這本全面的書籍彌合了理論基礎與實際實施之間的鴻溝,提供了清晰的途徑,涵蓋精確和近似的去學習方法。專為機器學習工程師、隱私專家、研究人員和政策制定者設計,本書獨特地將技術深度與法律和道德框架相結合。從電信到金融,探索如何消除數據影響,同時保留模型的效用。本書非常適合研究生課程、專業培訓和組織合規計劃,讓您在日益重視隱私的世界中,站在負責任的人工智慧創新最前沿。