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How do I learn data science without coding?

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In my opinion, a data scientist without adequate knowledge of programming is called a statistician. You cannot learn Data Science without coding. If not advanced I would advise you need at least know the basics of Programming. Programming can be seen as a medium on which Data Science operates.

You can get a hands-on project by referring to the following Data Science Online Course by Intellipaat which will teach you Data Science from scratch to advance: 

And if you are more into videos then do check out the following video tutorial which will help you in mastering in the field of Data Science:

And if you are not from a programming background and want to learn more about Data Science then do refer the following video tutorial which is based on Data Science for non-programmers:

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