Natural Language Annotation - for Machine Learning - Bookswagon
Natural Language Annotation - for Machine Learning

Natural Language Annotation - for Machine Learning


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About the Book

Create your own natural language training corpus for machine learning. Whether youre working with English, Chinese or any other natural language, this hands-on book guides you through a proven annotation development cyclethe process of adding meta data to your training corpus to help ML algorithms work more efficiently. You dont need any programming or linguistics experience to get started.

Using detailed examples at every step, youll learn how the MATTER Annotation Development Process helps you Model, Annotate, Train, Test, Evaluate and Revise your training corpus. You also get a complete walk through of a real-world annotation project.
Define a clear annotation goal before collecting your data set (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 OReillys Natural Language Processing with Python.


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Product Details
  • ISBN-13: 9789351103738
  • ISBN-10: 9351103730


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