Jayavanth Shenoy: High Performance Privacy Preserving AI
High Performance Privacy Preserving AI
Buch
- Now Publishers Inc, 04/2024
- Einband: Gebunden, HC gerader Rücken kaschiert
- Sprache: Englisch
- ISBN-13: 9781638283447
- Bestellnummer: 11831404
- Umfang: 96 Seiten
- Gewicht: 313 g
- Maße: 234 x 156 mm
- Stärke: 6 mm
- Erscheinungstermin: 20.4.2024
Achtung: Artikel ist nicht in deutscher Sprache!
Klappentext
Artificial intelligence (AI) depends on data. In sensitive domains - such as healthcare, security, finance, and many more - there is therefore tension between unleashing the power of AI and maintaining the confidentiality and security of the relevant data.This book - intended for researchers in academia and R&D engineers in industry - explains how advances in three areas-AI, privacy-preserving techniques, and acceleration-allow us to achieve the dream of high performance privacy-preserving AI. It also discusses applications enabled by this emerging interplay.
The book covers techniques, specifically secure multi-party computation and homomorphic encryption, that provide complexity theoretic security guarantees even with a single data point. These techniques have traditionally been too slow for real-world usage, and the challenge is heightened with the large sizes of today's state-of-the-art neural networks, including large language models (LLMs). This book does not cover techniques like differential privacy that only concern statistical anonymization of data points.