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What Lang/Platforms to use for working with datasets?

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Hi, I'm a final year student in CS and is on the verge of completing the lectures of Artificial Intelligence (Stanford Online) and i have already covered Machine Learning (Stanford Online). Now, i want to work with some data sets and from what i read from quora or from here, i see that people generally recommend either R or NumpY or specific libraries for specific algorithms. What i would like to know, is if there are different situations/purposes for which each of them are used and if there are, please let know. Also, if you would like to recommend new platforms, pls do so but also tell us as to why it is being used?

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