| ISBN： | 9781108420211 : |
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| 编目源： | YDX YDX UKMGB OCLCO OCLCF |
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| 个人名称： | Zhang, Yue, |
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| 题名： | Natural language processing : a machine learning perspective / Edited by Yue Zhang, Zhiyang Teng. |
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| 出版发行项： | Cambridge : Cambridge University Press, 2021. |
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| 载体形态： | xvi, 470 pages : illustrations ; 26 cm |
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| 书目附注： | Includes bibliographical references and index. |
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| 格式化内容附注： | Part I. Basics. 1. Introduction -- 2. Counting Relative Frequencies -- 3. Feature Vectors -- 4. Discriminative Linear Classifiers -- 5. A Perspective from Information Theory -- 6. Hidden Variables -- Part II. Structures. 7. Generative Sequence Labelling -- 8. Discriminative Sequence Labelling -- 9. Sequence Segmentation -- 10. Predicting Tree Structures -- 11. Transition-Based Methods for Structured Prediction -- 12. Bayesian Network -- Part III. Deep Learning. 13. Neural Network -- 14. Representation Learning -- 15. Neural Structured Prediction -- 16. Working with Two Texts -- 17. Pre-training and Transfer Learning -- 18. Deep Latent Variable Models |
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