ISBN: | 9781108420211 : |
编目源: | YDX YDX UKMGB OCLCO OCLCF |
个人名称: | Zhang, Yue, |
题名: | Natural language processing : a machine learning perspective / Edited by Yue Zhang, Zhiyang Teng. |
出版发行项: | Cambridge : Cambridge University Press, 2021. |
载体形态: | xvi, 470 pages : illustrations ; 26 cm |
书目附注: | Includes bibliographical references and index. |
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 |