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Deep Learning in Natural Language Processing

Deep Learning in Natural Language Processing

by Li Deng, Yang Liu

Publisher Springer
Published Date 2018-05-23
Page Count 329
Categories Computers / Artificial Intelligence / General, Computers / Speech & Audio Processing, Computers / Mathematical & Statistical Software, Computers / Information Technology, Computers / Artificial Intelligence / Natural Language Processing, Mathematics / Discrete Mathematics
Language EN
Average Rating N/A (based on N/A ratings)
Maturity Rating No Mature Content Detected
ISBN 9811052093
Book Cover

In recent years, deep learning has fundamentally changed the landscapes of a number of areas in artificial intelligence, including speech, vision, natural language, robotics, and game playing. In particular, the striking success of deep learning in a wide variety of natural language processing (NLP) applications has served as a benchmark for the advances in one of the most important tasks in artificial intelligence.

This book reviews the state of the art of deep learning research and its successful applications to major NLP tasks, including speech recognition and understanding, dialogue systems, lexical analysis, parsing, knowledge graphs, machine translation, question answering, sentiment analysis, social computing, and natural language generation from images. Outlining and analyzing various research frontiers of NLP in the deep learning era, it features self-contained, comprehensive chapters written by leading researchers in the field. A glossary of technical terms and commonly used acronyms in the intersection of deep learning and NLP is also provided.

The book appeals to advanced undergraduate and graduate students, post-doctoral researchers, lecturers and industrial researchers, as well as anyone interested in deep learning and natural language processing.

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