Deep Learning and Linguistic Representation
暫譯: 深度學習與語言表徵

Lappin, Shalom

Deep Learning and Linguistic Representation
  • 出版商: CRC
  • 出版日期: 2021-04-27
  • 售價: $2,820
  • 貴賓價: 9.5 折 $2,679
  • 語言: 英文
  • 頁數: 168
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0367648741
  • ISBN-13: 9780367648749
  • 相關分類: DeepLearning

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商品描述

The application of deep learning methods to problems in natural language processing has generated significant progress across a wide range of natural language processing tasks. For some of these applications, deep learning models now approach or surpass human performance. While the success of this approach has transformed the engineering methods of machine learning in artificial intelligence, the significance of these achievements for the modelling of human learning and representation remains unclear.

Deep Learning and Linguistic Representation looks at the application of a variety of deep learning systems to several cognitively interesting NLP tasks. It also considers the extent to which this work illuminates our understanding of the way in which humans acquire and represent linguistic knowledge.

Key Features:

  • combines an introduction to deep learning in AI and NLP with current research on Deep Neural Networks in computational linguistics.
  • is self-contained and suitable for teaching in computer science, AI, and cognitive science courses; it does not assume extensive technical training in these areas.
  • provides a compact guide to work on state of the art systems that are producing a revolution across a range of difficult natural language tasks.

商品描述(中文翻譯)

深度學習方法在自然語言處理（NLP）問題上的應用已在多種自然語言處理任務中產生了顯著的進展。對於某些應用，深度學習模型現在已接近或超越人類的表現。儘管這種方法的成功已改變了人工智慧中機器學習的工程方法，但這些成就對於人類學習和表徵建模的重要性仍然不明確。

**深度學習與語言表徵** 探討了各種深度學習系統在幾個認知上有趣的NLP任務中的應用。它還考慮了這項工作在多大程度上闡明了我們對人類如何獲取和表徵語言知識的理解。

主要特點：
- 結合了人工智慧和自然語言處理中的深度學習介紹，以及計算語言學中深度神經網絡的最新研究。
- 獨立成篇，適合用於計算機科學、人工智慧和認知科學課程的教學；不需要在這些領域有廣泛的技術訓練。
- 提供了一個簡明的指南，介紹在多種困難的自然語言任務中產生革命性成果的最先進系統的研究。

作者簡介

Shalom Lappin is Professor of Natural Language Processing at Queen Mary University of London, Professor of Computational Linguistics at the University of Gothenburg and Emeritus Professor of Computational Linguistics at King's College London.

作者簡介(中文翻譯)

Shalom Lappin 是倫敦大學皇后瑪麗學院的自然語言處理教授、哥德堡大學的計算語言學教授，以及倫敦國王學院的名譽計算語言學教授。

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