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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,

364

How can you reduce bias in a given data set?

Airbnb,

360

How will you impute missing information in a dataset?

Airbnb,

347

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

Amazon,

347

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

Amazon,

387

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,

292

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,

328

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

Amazon,

294

How do you treat colinearity?

Amazon,

319

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

Amazon,

322

What is the difference between Stack and Queue

Amazon,

508

What is the difference between Linkedin and Array

Amazon,

425

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,

336

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,

366

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

Goldman Sachs,

346


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Un-Answered Questions { Data Science }

Which package is used to do data import in r and python? How do you do data import in sas?

333


Where to seek help in case of discrepancies in tableau?

568


What are decorators in Python?

1334


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.

436


How regularly must an algorithm be updated?

366


What is the difference between kmeans clustering and hierarchical clustering?

425


What is linear optimization? Where is it used?

339


What makes the difference between “long” and “wide” format data?

320


A certain couple tells you that they have two children, at least one of which is a girl. What is the probability that they have two girls?

421


How can you select k for k-means?

322


Explain the difference between sas, r and python programming?

327


Give an example of a data set that has a non-gaussian distribution?

349


Discuss decision tree algorithm?

308


How will you drop variables using indices in a data frame?

375


How much ram do I need for data science?

326