Mendeley出力
＜図書＞
Deep learning
| 責任表示 | Ian Goodfellow, Yoshua Bengio and Aaron Courville |
|---|---|
| シリーズ | Adaptive computation and machine learning |
| データ種別 | 図書 |
| 出版情報 | Cambridge, Mass. : MIT Press , c2016 |
| 本文言語 | 英語 |
| 大きさ | xxii, 775 p. : ill. (some col.) ; 24 cm |
| 概要 | Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from ex...erience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and video games. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors. Book jacket.続きを見る |
所蔵情報
| 状態 | 巻次 | 所蔵場所 | 請求記号 | 刷年 | 文庫名称 | 資料番号 | コメント | 予約・取寄 | 複写申込 | 自動書庫 |
|---|---|---|---|---|---|---|---|---|---|---|
|
|
: hbk | 中央図 4A | 007.13/G 65 | 2016 |
|
010212016004101 |
|
|||
|
|
: hbk | 理系図1F 開架 | 007.13/G 65 | 2016 |
|
031212017000593 |
|
|||
|
|
: hbk | 理系図1F 開架 | 007.13/G 65 | 2016 |
|
130012018015817 |
|
|||
|
|
: hbk | 理系図3F 数理独自 | GOOD/45/2A | 2016 |
|
130012019002012 |
|
|||
|
|
: hbk | 理系図3F 数理独自 | GOOD/45/2 | 2016 |
|
130012019002024 |
|
書誌詳細
| 一般注記 | Includes bibliographical references (p. [711]-766) and index |
|---|---|
| 著者標目 | *Goodfellow, Ian Bengio, Yoshua Courville, Aaron |
| 件 名 | LCSH:Machine learning |
| 分 類 | LCC:Q325.5 DC23:006.3/1 |
| 書誌ID | 1001623080 |
| ISBN | 9780262035613 |
| NCID | BB2252722X |
| 巻冊次 | : hbk ; ISBN:9780262035613 |
| 登録日 | 2017.02.28 |
| 更新日 | 2019.05.17 |