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Data Science Interview Questions
Questions Answers Views Company eMail

What is the degree of freedom for lasso?

Adobe,

353

What are Type 1 and Type 2 errors ?

Citi Bank,

336

You are creating a report for user content uploads every month and observe a sudden increase in the number of upload for the month of November. The increase in uploads is particularly in image uploads. What do you think will be the cause for this and how will you test this sudden spike?

401

What are the factors used to produce "People You May Know" data product on LinkedIn?

LinkedIn,

315

You have a bag with 6 marbles. One marble is white. You reach the bag 100 times. After taking out a marble, it is placed back in the bag. What is the probability of drawing a white marble at least once?

Microsoft,

313

How will you handle missing data ?

IBM,

444

Check whether a given integer is a palindrome or not without converting it to a string.

Adobe,

392

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.

American Express,

332

You are given a training dataset of users that contain their demographic details, the pages on Facebook they have liked so far and results of psychology test based on their personality i.e. their openness to like FB pages or not. How will you predict the age, gender and other demographics of unseen data?

American Express,

337

Do you have some knowledge of R - analyse a given dataset in R?

Airbnb,

327

What will be your expected earnings with the two roll strategy?

502

Burn two ropes, one needs 60 minutes of time to burn and the other needs 30 minutes of time. How will you achieve this in 45 minutes of time ?

Citi Bank,

338

How can you build and test a metric to compare ranked list of TV shows or Movies for two Netflix users?

566

How do you take millions of users with 100's of transactions each, amongst 10000's of products and group the users together in a meaningful segments?

Apple,

430

How can you solve a problem that has no solution?

321


Post New Data Science Questions

Un-Answered Questions { Data Science }

How to solve multi-collinearity?

408


How and by what methods data visualizations can be effectively used?

343


Define some key performance indicators for the product

297


What is selection bias and why does it matter?

325


Explain root cause analysis?

361


How do data scientists code in r?

340


Explain recommender system?

331


Do you prefer python or r for text analytics?

326


A building has 100 floors. Given 2 identical eggs, how can you use them to find the threshold floor? The egg will break from any particular floor above floor N, including floor N itself.

443


What do you understand by ensemble learning?

351


What do you know about autoencoders?

354


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

339


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

319


What do you understand by Linear Regression in R?

605


What does Machine Learning mean for the Future of Data Science?

357