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Deep Learning Generalization: Theoretical Foundations and Practical Strategies (Paperback) (ISBN-13: 9781032841892)
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Liu Peng
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Books
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Description
xThis book provides a comprehensive exploration of generalization in deep learning, focusing on both theoretical foundations and practical strategies. It delves deeply into how machine learning models, particularly deep neural networks, achieve robust performance on unseen data.
Author: Liu Peng
ISBN-10: 1032841893
ISBN-13: 9781032841892
Publisher: CRC Press
Language: English
Published: 09/12/2025
Pages: 220
Format: Paperback
Weight: 0.73lbs
Size: 9.21h x 6.14w x 0.49d
By Liu Peng
xLiu Peng is currently an Assistant Professor of Quantitative Finance at the Singapore Management University (SMU). His research interests include generalization in deep learning, sparse estimation, Bayesian optimization.
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