Data Scientist Interview Questions in United States | Glassdoor.ca

Data Scientist Interview Questions in United States

2,321

Data scientist interview questions shared by candidates

Top Interview Questions

Sort: RelevancePopular Date

You're about to get on a plane to Seattle. You want to know if you should bring an umbrella. You call 3 random friends of yours who live there and ask each independently if it's raining. Each of your friends has a 2/3 chance of telling you the truth and a 1/3 chance of messing with you by lying. All 3 friends tell you that "Yes" it is raining. What is the probability that it's actually raining in Seattle?

33 Answers

Bayesian stats: you should estimate the prior probability that it's raining on any given day in Seattle. If you mention this or ask the interviewer will tell you to use 25%. Then it's straight-forward: P(raining | Yes,Yes,Yes) = Prior(raining) * P(Yes,Yes,Yes | raining) / P(Yes, Yes, Yes) P(Yes,Yes,Yes) = P(raining) * P(Yes,Yes,Yes | raining) + P(not-raining) * P(Yes,Yes,Yes | not-raining) = 0.25*(2/3)^3 + 0.75*(1/3)^3 = 0.25*(8/27) + 0.75*(1/27) P(raining | Yes,Yes,Yes) = 0.25*(8/27) / ( 0.25*8/27 + 0.75*1/27 ) **Bonus points if you notice that you don't need a calculator since all the 27's cancel out and you can multiply top and bottom by 4. P(training | Yes,Yes,Yes) = 8 / ( 8 + 3 ) = 8/11 But honestly, you're going to Seattle, so the answer should always be: "YES, I'm bringing an umbrella!" (yeah yeah, unless your friends mess with you ALL the time ;)

I thought about this a little differently from a non-bayes perspective. It's raining if any ONE of the friends is telling the truth, because if they are telling the truth then it is raining. If all of them are lieing, then it isn't raining because they told you that it was raining. So what you want is the probability that any one person is telling the truth. Which is simply 1-Pr(all lie) = 26/27 Anyone let me know if I'm wrong here!

Here's another perspective on how to answer a question like this: Bring an umbrella. It's Seattle - if it's not raining right now, it probably will be by the time you get there.

Find the second largest element in a Binary Search Tree

16 Answers

Write a function that takes in two sorted lists and outputs a sorted list that is their union.

10 Answers

generating a sorted vector from two sorted vectors.

3 Answers

How do you test whether a new credit risk scoring model works? What data would you look at?

2 Answers

Why'd you leave your old job?

1 Answer

The interviewer asked details about k-means clustering

1 Answer

How would you handle a situation in which a co-worker repeatedly makes a similar mistake in his or her work and you are not this person's supervisor. (wording was something like this)

1 Answer

What is A/B testing

1 Answer

Why Client Services?

1 Answer
110 of 2,321 Interview Questions