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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,

376

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,

320

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 }

How will you test a machine learning model for accuracy?

287


How do you build a custom function in python or r?

311


What is the 80/20 rule?

294


What are the key elements of the statistical graphics?

303


What is advantage of using apply family of functions in r?

317


How do you check for data quality?

298


Name three disadvantages of using a linear model?

340


What is collaborative filtering?

292


What is cross-validation?

266


What is the differences between univariate, bivariate and multivariate analysis?

325


Explain Examples of Data Science?

294


What is the difference between select and update query?

355


What is data science? Also, list the differences between supervised and unsupervised learning.

284


Why we need ggplot?

406


What are the metrics you will use to track if Uber's paid advertising strategies to acquire customers work? How will you figure out the acceptable cost of customer acquisition?

273