Which course is better for a fresher, Hadoop, SAP or big data?

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Big Data Architect

I would suggest Big data. But believe me, these are industry oriented skills which is normally given to a candidate after they move into the industry not before that. Still there are chances of getting some opputunities.
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Teradata And Hadoop Trainer

Bigdata itself is a Hadoop. Go for hadoop and grab the opportunities.
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Data Scientist

Data Science with Machine Learning, R , Python but not only knowing how to implement in Python and R .. but also one should know the back end process
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Bro, Bigdata is better as per my knowledge. I learnt from VSS Innovative technologies www.vsstech.in and got placed at Linkedin. Better you can contact, they will share all details
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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
Priya

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