There is damn near isomorphism between some of these issues and the issues that software engineering faced, to provide one example, in the pre-widespread git adoption days.
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But, git/Github isn't a solution for data science. If it were, we wouldn't be at this place. New tools, methods, practices need to emerge for data science's unique needs.
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Much like Game Development isn't Software Development, Data Science isn't just Software With Numbers and SQL.
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