This makes a
comparison between software engineering and data analysis, which shows that that source control management is the fundamental transition that allows the practice to go from hobby to profession. Source control management provides reproducibility, which is the core fundamental requirement of any engineering discipline.
Definitely worth a read and an in-depth think about how you can implement the various techniques mentioned in this article.
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