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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,

328

How can you reduce bias in a given data set?

Airbnb,

326

How will you impute missing information in a dataset?

Airbnb,

310

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

Amazon,

304

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

Amazon,

350

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,

267

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,

302

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

Amazon,

262

How do you treat colinearity?

Amazon,

294

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

Amazon,

298

What is the difference between Stack and Queue

Amazon,

456

What is the difference between Linkedin and Array

Amazon,

374

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,

298

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,

319

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

Goldman Sachs,

310


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Un-Answered Questions { Data Science }

What is market basket analysis?

328


What is the probability of getting a HTT combination before getting a TTH combination?

273


What is bias – variance tradeoff?

270


Write a program to segment a long string into a group of valid words using Dictionary. The result should return false if the string cannot be segmented. Also explain about the complexity of the devised solution.

403


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.

302


What is a/b testing in data science?

320


What is the importance of having a selection bias?

280


What are the key elements of the statistical graphics?

303


How would you say data science is similar or different to business analytics and business intelligence?

275


Explain the difference between data science and data analytics?

316


Explain data munging?

336


Where to seek help in case of discrepancies in tableau?

531


A box has 12 red cards and 12 black cards. Another box has 24 red cards and 24 black cards. You want to draw two cards at random from one of the two boxes, which box has a higher probability of getting cards of same colour and why?

742


How decision tree algorithm is different from the random forest algorithm?

302


Can you cite some examples where both false positive and false negatives are equally important?

357