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Does a data scientist need a degree?

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Atleast the bachelor Degree
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which is the best college or institute for Data analysis course certificate  with Fresher placement support  in pune?

Hi.. There are the institutes conducting online courses. Like for example, Simplilearn Edureka. Particularly in pune, ExcelR* Hope it will helpful. *before joining compare with other institutes.
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Which are the best course, big data or data science, for beginners with a non-tech background?
You are saying that you are from non technical background so it is better to choose Data science even lot of people from commerce group's joining in this. You should have a passion to learn then there is a lot of opportunities out side. All the best
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Is that possible to do machine learning course after b.com,mba Finance and marketing? 

Yes, you can. But as we know very well machine learning needs some programming fundamentals as well. So you have to go through a little touch up of programming and algorithms.
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