Deep Learning and Linguistic Representation - Brossura

Lappin, Shalom

Brossura

ISBN 10: 0367648741 ISBN 13: 9780367648749

Casa editrice: Chapman and Hall/CRC, 2021

Riassunto

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.

Su questo libro

Informazioni sull'autore

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.

Dalla quarta di copertina

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.

Dettagli dell'edizione

• Editore: Chapman and Hall/CRC
• Data di pubblicazione: 2021
• Lingua: Inglese
• ISBN 10: 0367648741
• ISBN 13: 9780367648749
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 168
• Contatto del produttore: Taylor and Francis, GPSR Taylor and Francis; gpsr@taylorandfrancis.com; ; Taylor & Francis Verlag GmbH, Kaufingerstraße 24; München; 80331; Germania