The State of the ML universe: 10 Years of Artificial Intelligence & Machine Learning Software Development on GitHub

Proceedings of the 17th International Conference on Mining Software Repositories(2020)

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摘要
In the last few years, artificial intelligence (AI) and machine learning (ML) have become ubiquitous terms. These powerful techniques have escaped obscurity in academic communities with the recent onslaught of AI & ML tools, frameworks, and libraries that make these techniques accessible to a wider audience of developers. As a result, applying AI & ML to solve existing and emergent problems is an increasingly popular practice. However, little is known about this domain from the software engineering perspective. Many AI & ML tools and applications are open source, hosted on platforms such as GitHub that provide rich tools for large-scale distributed software development. Despite widespread use and popularity, these repositories have never been examined as a community to identify unique properties, development patterns, and trends.
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关键词
machine learning,artificial intelligence,mining software repositories,software engineering,Open Source,GitHub
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