Natural Language Annotation for Machine Learning PDF
By:James Pustejovsky,Amber Stubbs
Published on 2012-10-11 by |O'Reilly Media, Inc.|
Create your own natural language training corpus for machine learning. Whether you’re working with English, Chinese, or any other natural language, this hands-on book guides you through a proven annotation development cycle—the process of adding metadata to your training corpus to help ML algorithms work more efficiently. You don’t need any programming or linguistics experience to get started. Using detailed examples at every step, you’ll learn how the MATTER Annotation Development Process helps you Model, Annotate, Train, Test, Evaluate, and Revise your training corpus. You also get a complete walkthrough of a real-world annotation project. Define a clear annotation goal before collecting your dataset (corpus) Learn tools for analyzing the linguistic content of your corpus Build a model and specification for your annotation project Examine the different annotation formats, from basic XML to the Linguistic Annotation Framework Create a gold standard corpus that can be used to train and test ML algorithms Select the ML algorithms that will process your annotated data Evaluate the test results and revise your annotation task Learn how to use lightweight software for annotating texts and adjudicating the annotations This book is a perfect companion to O’Reilly’s Natural Language Processing with Python.
This Book was ranked at 23 by Google Books for keyword Annotations.
Book ID of Natural Language Annotation for Machine Learning's Books is NMx4VXV1k0YC, Book which was written byJames Pustejovsky,Amber Stubbshave ETAG "bxBc+0vNs78"
Book which was published by |O'Reilly Media, Inc.| since 2012-10-11 have ISBNs, ISBN 13 Code is 9781449359768 and ISBN 10 Code is 1449359760
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