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. This book is a perfect companion to O'Reilly's Natural Language Processing with Python, which describes how to use existing corpora with the Natural Language Toolkit.
- ISBN:
- 9781449306663
- 9781449306663
-
Category:
- Natural language & machine translation
- Format:
- Paperback
- Publication Date:
-
04-12-2012
- Language:
- English
- Publisher:
- O'Reilly Media
- Country of origin:
- United States
- Pages:
- 350
- Dimensions (mm):
- 233x178x19mm
- Weight:
- 0.55kg
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