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Embeddings in Natural Language Processing
- Theory and Advances in Vector Representations of Meaning
Af: Jose Camacho-Collados, Mohammad Taher Pilehvar
Engelsk Paperback
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Embeddings in Natural Language Processing
- Theory and Advances in Vector Representations of Meaning
Af: Jose Camacho-Collados, Mohammad Taher Pilehvar
Engelsk Paperback
Paperback
526 kr
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6 - 8 hverdage
Om denne bog
Embeddings have undoubtedly been one of the most influential research areas in Natural Language Processing (NLP). Encoding information into a low-dimensional vector representation, which is easily integrable in modern machine learning models, has played a central role in the development of NLP. Embedding techniques initially focused on words, but the attention soon started to shift to other forms: from graph structures, such as knowledge bases, to other types of textual content, such as sentences and documents.This book provides a high-level synthesis of the main embedding techniques in NLP, in the broad sense. The book starts by explaining conventional word vector space models and word embeddings (e.g., Word2Vec and GloVe) and then moves to other types of embeddings, such as word sense, sentence and document, and graph embeddings. The book also provides an overview of recent developments in contextualized representations (e.g., ELMo and BERT) and explains their potential in NLP.Throughout the book, the reader can find both essential information for understanding a certain topic from scratch and a broad overview of the most successful techniques developed in the literature.
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Product detaljer
Sprog:
Engelsk
Sider:
157
ISBN-13:
9783031010491
Indbinding:
Paperback
Udgave:
ISBN-10:
3031010493
Kategori:
Udg. Dato:
13 nov 2020
Længde:
0mm
Bredde:
191mm
Højde:
235mm
Forlag:
Springer International Publishing AG
Oplagsdato:
13 nov 2020
Forfatter(e):
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