Fri Frakt över 299kr
Fri Frakt över 299kr
Kundservice
Machine Learning for Text (inbunden, eng)

Machine Learning for Text (inbunden, eng)

949 kr

949 kr

Få kvar

Mån, 14 jul - tis, 15 jul


Säker betalning

14-dagars öppet köp


Säljs och levereras av

Buyersclub.se

Produktbeskrivning

This second edition textbook covers a coherently organized framework for text analytics, which integrates material drawn from the intersecting topics of information retrieval, machine learning, and natural language processing. Particular importance is placed on deep learning methods.

The chapters of this book span three broad categories:1. Basic algorithms: Chapters 1 through 7 discuss the classical algorithms for text analytics such as preprocessing, similarity computation, topic modeling, matrix factorization, clustering, classification, regression, and ensemble analysis.

2. Domain-sensitive learning and information retrieval: Chapters 8 and 9 discuss learning models in heterogeneous settings such as a combination of text with multimedia or Web links. The problem of information retrieval and Web search is also discussed in the context of its relationship with ranking and machine learning methods. 3.

Natural language processing: Chapters 10 through 16 discuss various sequence-centric and natural language applications, such as feature engineering, neural language models, deep learning, transformers, pre-trained language models, text summarization, information extraction, knowledge graphs, question answering, opinion mining, text segmentation, and event detection. Compared to the first edition, this second edition textbook (which targets mostly advanced level students majoring in computer science and math) has substantially more material on deep learning and natural language processing.

Significant focus is placed on topics like transformers, pre-trained language models, knowledge graphs, and question answering.


Format Inbunden Omfång 565 sidor Språk Engelska Förlag Springer Nature Switzerland AG Utgivningsdatum 2022-05-05 ISBN 9783030966225

Artikel.nr.

3961efdf-32e4-54b3-acb1-ef60d209c7c8

Egenskaper

Modell

Pappersbok

Språkversion

Engelska

Bokomslagstyp

Inbunden

Antal sidor

565 sidor

Skrivet av

Charu C. Aggarwal

Illustratör

87 b/w illustrations, 5 illustrations in colour

Utgivare

Springer Cham

Släpp datum

05/05/2022

Typ av utgåva

Första upplagan

International Standard Book Number (ISBN)

9783030966225

Machine Learning for Text (inbunden, eng)

949 kr

949 kr

Få kvar

Mån, 14 jul - tis, 15 jul


Säker betalning

14-dagars öppet köp


Säljs och levereras av

Buyersclub.se