This is a list of publications in data science, generally organized by order of use in a data analysis workflow.
See the list of publications in statistics for more research-based and fundamental publications; while this list is more applied, business oriented, and cross-disciplinary.
General article inclusion criteria are:
- Papers from notable practitioners or notable professors, either with a Wikipedia page or reference to their notability
- Common knowledge all data professionals should know, with references validating this claim
- Highly cited applied statistics and machine learning publications
- Discussion-facilitating papers on the field of data science as a whole (for example, the Attention Is All You Need paper is arguably a landmark paper that can be added here, but it is specific to generative artificial intelligence, not for all practitioners of data)
Some reasons why a particular publication might be regarded as important:
- Topic creator – A publication that created a new topic
- Breakthrough – A publication that changed scientific knowledge significantly
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Source: Wikipedia
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