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High Performance Privacy Preserving AI
Engelsk
Bogcover for High Performance Privacy Preserving AI af Shriphani Palakodety, Jayavanth Shenoy, Patrick Grinaway, 9781638283447
Specifikationer
Sprog:
Engelsk
Sider:
96
ISBN-13:
9781638283447
Indbinding:
Hardback
ISBN-10:
1638283443
Udg. Dato:
9 apr 2024
Størrelse i cm:
23,4 x 15,6 x 0,6
Oplagsdato:
9 apr 2024

High Performance Privacy Preserving AI

Engelsk
Hardback 2024
Format:

Bog beskrivelse
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.
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Specifikationer
Sprog:
Engelsk
Sider:
96
ISBN-13:
9781638283447
Indbinding:
Hardback
ISBN-10:
1638283443
Udg. Dato:
9 apr 2024
Størrelse i cm:
23,4 x 15,6 x 0,6
Oplagsdato:
9 apr 2024
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