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Computational Methods for Deep Learning : Theory, Algorithms, and Implementations / by Wei Qi Yan
(Texts in Computer Science. ISSN:1868095X)

データ種別	電子ブック
版	2nd ed. 2023.
出版者	(Singapore : Springer Nature Singapore : Imprint: Springer)
出版年	2023
大きさ	XX, 222 p. 40 illus., 36 illus. in color : online resource
著者標目	*Yan, Wei Qi author SpringerLink (Online service)

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URL	巻　次	配架場所	請求記号	登録番号	コメント	刷　年	状　態	利用注記	ISBN	予約	請求メモ
URL		射水-電子	007	EB0004410	Computer Scinece R0 2005-6,2022-3				9789819948239

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一般注記	1. Introduction -- 2. Deep Learning Platforms -- 3. CNN and RNN -- 4. Autoencoder and GAN -- 5. Reinforcement Learning -- 6. CapsNet and Manifold Learning -- 7. Boltzmann Machines -- 8. Transfer Learning and Ensemble Learning The first edition of this textbook was published in 2021. Over the past two years, we have invested in enhancing all aspects of deep learning methods to ensure the book is comprehensive and impeccable. Taking into account feedback from our readers and audience, the author has diligently updated this book. The second edition of this textbook presents control theory, transformer models, and graph neural networks (GNN) in deep learning. We have incorporated the latest algorithmic advances and large-scale deep learning models, such as GPTs, to align with the current research trends. Through the second edition, this book showcases how computational methods in deep learning serve as a dynamic driving force in this era of artificial intelligence (AI). This book is intended for research students, engineers, as well as computer scientists with interest in computational methods in deep learning. Furthermore, it is also well-suited for researchers exploring topics such as machine intelligence, robotic control, and related areas HTTP:URL=https://doi.org/10.1007/978-981-99-4823-9
件　名	LCSH:Machine learning LCSH:Neural networks (Computer science) LCSH:Computer science -- Mathematics 全ての件名で検索 LCSH:Image processing -- Digital techniques 全ての件名で検索 LCSH:Computer vision LCSH:Artificial intelligence FREE:Machine Learning FREE:Mathematical Models of Cognitive Processes and Neural Networks FREE:Mathematics of Computing FREE:Computer Imaging, Vision, Pattern Recognition and Graphics FREE:Artificial Intelligence
分　類	LCC:Q325.5-.7 DC23:006.31
書誌ID	EB00003798
ISBN	9789819948239