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      Aureus Analytics

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      Data Scientist Interview

      Nov 15, 2019
      Anonymous employee
      Mumbai
      Accepted offer
      Positive experience
      Difficult interview

      Application

      I applied online. The process took 4 weeks. I interviewed at Aureus Analytics (Mumbai) in Mar 2016

      Interview

      I sent my CV in Jan 2016, A month later I got a call for face to face interview. There were 3 ppl in the panel, CTO, Data Scientist and Analytics Manger. After the introduction, I was asked to describe my projects and then some questions on Databases, Machine Learning Theory, and Software Engg. After that I was given a Dataset to work on as a take-home assignment and code up a Predictive Model using either R or Python. I was given a week for completing this task. One week later, I was called for another face to face round. They evaluated the code I had written and asked a few questions about model selection. And some more ML questions. Then I had a HR round. After a week, I was informed that I had been selected.

      Interview questions [4]

      Question 1

      Why is Entropy of data maximised when the data follows a Uniform Distribution?
      Answer question

      Question 2

      What was the largest dataset size you have worked with? And how did you clean, organize, visualize and if necessary run any predictive model. or cluster the data?
      Answer question

      Question 3

      What is Karsh Kahn Tucker Condition?
      Answer question

      Question 4

      What is Mercer's Theorem? And where does it find applicability in Machine Learning?
      Answer question