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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,

373

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,

317

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 meant by selection bias?

335


Can you define data discretization?

234


What is the difference between supervised learning an unsupervised learning?

314


Do you prefer python or r for text analytics?

281


How can you check if a data set or time series is random?

315


Now companies are heavily investing their money and time to make the dashboards. Why?

284


How can you reduce bias in a given data set?

326


What is term Pearson’s Correlation Coefficient?

335


You have two tables-the first table has data about the users and their friends, the second table has data about the users and the pages they have liked. Write an SQL query to make recommendations using pages that your friends liked. The query result should not recommend the pages that have already been liked by a user.

380


On rolling a dice if you get $1 per dot on the upturned face,what are your expected earnings from rolling a dice?

248


What is the definition of the unit test?

301


Can you explain difference between data modeling and database design?

319


How to determine the number of clusters in k-means clustering algorithm?

268


What are applications of ggplot2?

340


Explain the difference between a test set and a validation set?

276