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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika Neural Representations of Natural Language
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Neural Representations of Natural Language
Wei Liu (Taschenbuch, Englisch)
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Beschreibung
This book offers an introduction to modern natural language processing using machine learning, focusing on how neural networks create a machine interpretable representation of the meaning of natural language. Language is crucially linked to ideas – as Webster’s 1923 “English Composition and Literature” puts it: “A sentence is a group of words expressing a complete thought”. Thus the representation… of sentences and the words that make them up is vital in advancing artificial intelligence and other “smart” systems currently being developed. Providing an overview of the research in the area, from Bengio et al.’s seminal work on a “Neural Probabilistic Language Model” in 2003, to the latest techniques, this book enables readers to gain an understanding of how the techniques are related and what is best for their purposes. As well as a introduction to neural networks in general and recurrent neural networks in particular, this book details the methods used for representing words, senses of words, and larger structures such as sentences or documents. The book highlights practical implementations and discusses many aspects that are often overlooked or misunderstood. The book includes thorough instruction on challenging areas such as hierarchical softmax and negative sampling, to ensure the reader fully and easily understands the details of how the algorithms function. Combining practical aspects with a more traditional review of the literature, it is directly applicable to a broad readership. It is an invaluable introduction for early graduate students working in natural language processing; a trustworthy guide for industry developers wishing to make use of recent innovations; and a sturdy bridge for researchers already familiar with linguistics or machine learning wishing to understand the other. 90,94 €
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Technische Daten
Erscheinungsdatum
16.12.2018
Sprache
Englisch
EAN
9789811343209
Herausgeber
Springer Singapore
Serien- oder Bandtitel
Studies in Computational Intelligence
Sonderedition
Nein
Autor
Wei Liu
Seitenanzahl
122
Auflage
Softcover reprint of the original 1st edition 2019
Einbandart
Taschenbuch
Schlagwörter
Natural Language Processing, Machine Learning, Vector Representations, Word Embeddings, Learned Representations, Word Sense Representations, Phrase Representations, Sentence Representations, Character-Based Representations, Language Modeling
Thema-Inhalt
UYQ - Künstliche Intelligenz
TJF - Elektronik
UYS - Digitale Signalverarbeitung (DSP)
UYQP - Mustererkennung
CFX - Computerlinguistik und Korpuslinguistik
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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