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Data Science Interview Questions
Questions Answers Views Company eMail

What will you do if removing missing values from a dataset cause bias?

Airbnb,

322

How can you reduce bias in a given data set?

Airbnb,

321

How will you impute missing information in a dataset?

Airbnb,

306

Estimate the probability of a disease in a particular city given that the probability of the disease on a national level is low.

Amazon,

302

How will inspect missing data and when are they important for your analysis?

Amazon,

345

How will you decide whether a customer will buy a product today or not given the income of the customer, location where the customer lives, profession and gender? Define a machine learning algorithm for this.

Amazon,

261

From a long sorted list and a short 4 element sorted list, which algorithm will you use to search the long sorted list for 4 elements.

Amazon,

298

How can you compare a neural network that has one layer, one input and output to a logistic regression model?

Amazon,

260

How do you treat colinearity?

Amazon,

290

How will you deal with unbalanced data where the ratio of negative and positive is huge?

Amazon,

295

What is the difference between Stack and Queue

Amazon,

447

What is the difference between Linkedin and Array

Amazon,

369

You are about to get on a plane to Seattle, you want to know whether you have to bring an umbrella or not. You call three of your random friends and as each one of them if it's raining. The probability that your friend is telling the truth is 2/3 and the probability that they are playing a prank on you by lying is 1/3. If all 3 of them tell that it is raining, then what is the probability that it is actually raining in Seattle.

Facebook,

292

You have been given the data on Facebook user's friending or defriending each other. How will you determine whether a given pair of Facebook users are friends or not?

Facebook,

312

Estimate the number of square feet pizza's eaten in US each year.

Goldman Sachs,

307


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Un-Answered Questions { Data Science }

Do we have different selection biases, if yes, what are they?

354


How will you prove that the square root of 2 is irrational?

280


Suppose that American Express has 1 million card members along with their transaction details. They also have 10,000 restaurants and 1000 food coupons. Suggest a method which can be used to pass the food coupons to users given that some users have already received the food coupons so far.

293


Develop an algorithm to sort two lists of sorted integers into a single list.

278


How can you compare a neural network that has one layer, one input and output to a logistic regression model?

260


In any 15-minute interval, there is a 20% probability that you will see at least one shooting star. What is the proba­bility that you see at least one shooting star in the period of an hour?

435


Name some kinds of graphs and explain how you would build them in python or r.

272


Pick up a coin C1 given C1+C2 with probability of trials p (h1) =.7, p (h2) =.6 and doing 10 trials. And what is the probability that the given coin you picked is C1 given you have 7 heads and 3 tails?

305


What is the procedure to check the cumulative frequency distribution of any categorical variable?

361


Explain p-value?

326


What is logistic and linear regression? How do you treat multicollinearity and heteroscedasticity in regression?

262


What do you know about autoencoders?

315


Explain the difference between data science, machine learning and artificial intelligence?

276


Is it possible to capture the correlation between continuous and categorical variable?

299


what the aim of conducting a/b testing?

293