Robust Machine Learning

Robust Machine Learning

Distributed Methods for Safe AI

Guerraoui, Rachid; Pinot, Rafael; Gupta, Nirupam

Springer Verlag, Singapore

04/2024

170

Dura

9789819706877

15 a 20 dias

Descrição não disponível.

Chapter 1. Context & Motivation.- Chapter 2. Basics of Machine Learning.- Chapter 3. Federated Machine Learning.- Chapter 4. Fundamentals of Robust Machine Learning.- Chapter 5. Optimal Robustness.- Chapter 6. Practical Robustness.



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Distributed Machine Learning;Trustworthy Machine Learning;Reliable Machine Learning;Safe Machine Learning;Machine Learning safety;Robust Federated Learning;Robust Distributed Optimization;Byzantine Resilience;Byzantine Fault Tolerance in Learning