Deep Learning Generalization: Theoretical Foundations and Practical Strategies
暫譯: 深度學習泛化：理論基礎與實務策略
Peng, Liu
- 出版商: CRC
- 出版日期: 2025-09-12
- 售價: $2,710
- 貴賓價: 9.5 折 $2,575
- 語言: 英文
- 頁數: 220
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1032841893
- ISBN-13: 9781032841892
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相關分類:
DeepLearning
海外代購書籍(需單獨結帳)
商品描述
This 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.
商品描述(中文翻譯)
本書全面探討深度學習中的泛化，重點關注理論基礎和實用策略。它深入研究機器學習模型，特別是深度神經網絡，如何在未見過的數據上實現穩健的性能。
作者簡介
Liu 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.
作者簡介(中文翻譯)
劉鵬目前是新加坡管理大學（SMU）定量金融的助理教授。他的研究興趣包括深度學習中的泛化、稀疏估計和貝葉斯優化。
