- 出版社:Cambridge University Press
- 出版年月:2022年 12月
- ISBN:9781009218283
- 装丁:HRD
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装丁について
- 言語:ENG
- 巻数・ページ数:990 p.
- DDC分類:519.54
- 内容紹介:
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This final volume, Learning, builds on the foundational topics established in volume I to provide a thorough introduction to learning methods, addressing techniques such as least-squares methods, regularization, online learning, kernel methods, feedforward and recurrent neural networks, meta-learning, and adversarial attacks. A consistent structure and pedagogy is employed throughout this volume to reinforce student understanding, with over 350 end-of-chapter problems (including complete solutions for instructors), 280 figures, 100 solved examples, datasets and downloadable Matlab code.