Cover image for Machine Learning Safety
Title:
Machine Learning Safety
Author:
Huang, Xiaowei. author.
ISBN:
9789811968143
Edition:
1st ed. 2023.
Physical Description:
XVII, 321 p. 1 illus. online resource.
Series:
Artificial Intelligence: Foundations, Theory, and Algorithms,
Contents:
1. Introduction -- 2. Safety of Simple Machine Learning Models -- 3. Safety of Deep Learning -- 4. Robustness Verification of Deep Learning -- 5. Enhancement to Robustness and Generalization -- 6. Probabilistic Graph Model -- A. Mathematical Foundations -- B. Competitions.
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