October 2012
Beginner to intermediate
342 pages
9h 55m
English
Content preview from Natural Language Annotation for Machine LearningBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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Index
A note on the digital index
A link in an index entry is displayed as the section title in which that entry appears. Because some sections have multiple index markers, it is not unusual for an entry to have several links to the same section. Clicking on any link will take you directly to the place in the text in which the marker appears.
Symbols
- (κ) Kappa scores, Annotate with the Specification
- Cohen’s Kappa (κ), Cohen’s Kappa (κ)–Cohen’s Kappa (κ)
- Fleiss’s Kappa (κ), Fleiss’s Kappa (κ)–Fleiss’s Kappa (κ)
- Χ-squared (chi-squared) test, Other evaluation metrics
A
- A Standard Corpus of Present-Day American English (Kucera and Francis) (see Brown Corpus)
- active learning algorithms, Active Learning
- adjudication, Creating the Gold Standard (Adjudication)
- MAI as tool for, MAI User Guide–Saving Files
- Allen, James, Using Models Without Specifications, Related Research
- Amazon Elastic Compute Cloud, Distributed Computing
- Amazon’s Mechanical Turk (MTurk), The Infrastructure of an Annotation Project
- American Medical Informatics Association (AMIA), Organizations and Conferences
- American National Corpus (ANC), A Brief History of Corpus Linguistics
- Analysis of variance (ANOVA) test, Other evaluation metrics
- Analyzing Linguistic Data: A Practical Introduction to Statistics using R (Baayen), Corpus Analytics
- annotated corpus, The Importance of Language Annotation
- annotation environments
- annotation units, support for, Choosing an Annotation Environment
- chosing, Choosing an Annotation Environment
- MAE (Multipurpose Annotation ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.