Natural Language Annotation for Machine Learning

A Guide to Corpus-Building for Applications



Bookstore > Books > Natural Language Annotation for Machine Learning

Price$31.99 - $40.90
Rating
AuthorsJames Pustejovsky, Amber Stubbs
PublisherO'Reilly Media
Published2012
Pages350
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-101449306667
ISBN-139781449306663
EBook Hardcover Paperback

Create your own natural language training corpus for machine learning. This example-driven book walks you through the annotation cycle, from selecting an annotation task and creating the annotation specification to designing the guidelines, creating a "gold standard" corpus, and then beginning the actual data creation with the annotation process.

Systems exist for analyzing existing corpora, but making a new corpus can be extremely complex. To help you build a foundation for your own machine learning goals, this easy-to-use guide includes case studies that demonstrate four different annotation tasks in detail. You'll also learn how to use a lightweight software package for annotating texts and adjudicating the annotations.




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