For my dayjob, I've been reading this "Disciplined Data Science" pamphlet, and it just reinforces my stance that Data Science's maturity is where software engineering was 15 years ago, and the field may not even realize it. (http://solutions.civisanalytics.com/rs/776-TUK-645/images/DisciplinedDataScience.pdf …)
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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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