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Presentation . 2021
License: CC BY
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Presentation . 2021
License: CC BY
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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Using GitHub Actions to Accelerate your Data Efforts

Authors: Grant R. Vousden-Dishington;

Using GitHub Actions to Accelerate your Data Efforts

Abstract

Data science work often requires computing resources that isn’t available to practitioners from disadvantaged backgrounds or located in “data deserts” with low technology access. Cloud computing is an option in such situations but can be costly and not friendly to beginners who don’t know what infrastructure to pick. Most of the data science community thinks of GitHub as only a code storage repository with some management features, but GitHub Actions provide a powerful and often free resource for computing that can perform many data collection and analysis needs. This introduction to GitHub Actions will provide an overview of everything needed for GitHub users to get started applying GitHub Actions to their projects. We’ll see both simple and advanced examples of the YAML format that controls various workflows and how it ties into traditional data science needs, like testing and automation. Time permitting, we’ll also see how these workflows can be used for special applications, such as open source intelligence and machine learning.

Keywords

github, data science

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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