DagsHub Github for Data Science
DagsHub is an open-source data science & machine learning collaboration platform that allows you to quickly build, scale and deploy machine learning projects by leveraging the power of git (Source code Versioning) and DVC (Data Version Control). Since the inception of the field, the handling code and data together were the key pain points for the data professionals. Unlike the conventional software engineering projects where you just have to track the code, in ML projects you have to track the data and the models along with the code which is a complex task in itself. If you have ever tried working on an enterprise-grade ML project, you can totally relate to the multiple components like code, data, monitoring that come into play. Altogether it's a dreadful task to put together all those pieces and make them work in tandem mainly because standard code versioning platforms like GitHub, Bitbucket, or GitLab do not support pushing and pulling vast amounts of data.
Sep-9-2021, 13:32:15 GMT
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