Natural Language Annotation for Machine Learning

Ebook

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.

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Natural Language Annotation For Machine Learning


Download Now Read Online

Author by : James Pustejovsky
Languange Used : en
Release Date : 2012-10-25
Publisher by : "O'Reilly Media, Inc."

Create your own natural language training corpus for machine learning. Whether you’re working with English,

Natural Language Annotation For Machine Learning


Download Now Read Online

Author by : James Pustejovsky
Languange Used : en
Release Date : 2012-10-11
Publisher by : "O'Reilly Media, Inc."

Create your own natural language training corpus for machine learning. Whether you’re working with English,

Natural Language Annotation For Machine Learning


Download Now Read Online

Author by : James Pustejovsky
Languange Used : en
Release Date : 2012-10-11
Publisher by : "O'Reilly Media, Inc."

Create your own natural language training corpus for machine learning. Whether you’re working with English,

Natural Language Processing With Python


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Author by : Steven Bird
Languange Used : en
Release Date : 2009-06-12
Publisher by : "O'Reilly Media, Inc."

This book offers a highly accessible introduction to natural language processing, the field that supports a va

Natural Language Processing For The Semantic Web


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Author by : Diana Maynard
Languange Used : en
Release Date : 2016-12-13
Publisher by : Morgan & Claypool Publishers

This book introduces core natural language processing (NLP) technologies to non-experts in an easily accessibl

Handbook Of Linguistic Annotation


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Author by : Nancy Ide
Languange Used : en
Release Date : 2017-05-31
Publisher by : Springer

This handbook offers a thorough treatment of the science of linguistic annotation. Leaders in the field guide

Handbook Of Natural Language Processing Second Edition


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Author by : Nitin Indurkhya
Languange Used : en
Release Date : 2010-02-22
Publisher by : CRC Press

The Handbook of Natural Language Processing, Second Edition presents practical tools and techniques for implem

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