Deep Learning in Natural Language Processing

• Corporate Author: SpringerLink (Online service)
• Other Authors: Deng, Li (Editor, http://id.loc.gov/vocabulary/relators/edt), Liu, Yang (Editor, http://id.loc.gov/vocabulary/relators/edt)
• Format: Electronic eBook
• Language: English
• Published: Singapore : Springer Singapore : Imprint: Springer, 2018.
• Edition: 1st ed. 2018.
• Subjects: Artificial intelligence.; Natural language processing (Computer science).; Mathematical statistics.; Artificial Intelligence.; Natural Language Processing (NLP).; Probability and Statistics in Computer Science.

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)...

Table of Contents:

• Chapter 1: A Joint Introduction to Natural Language Processing and to Deep Learning
• Chapter 2: Deep Learning in Conversational Language Understanding
• Chapter 3: Deep Learning in Spoken and Text-Based Dialogue Systems
• Chapter 4: Deep Learning in Lexical Analysis and Parsing
• Chapter 5: Deep Learning in Knowledge Graph
• Chapter 6: Deep Learning in Machine Translation
• Chapter 7: Deep Learning in Question Answering
• Chapter 8: Deep Learning in Sentiment Analysis
• Chapter 9: Deep Learning in Social Computing
• Chapter 10: Deep Learning in Natural Language Generation from Images
• 11. Epilogue: Frontiers of NLP in the Deep Learning Era.