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Data Science Interview Questions
Questions Answers Views Company eMail

Create a program in a language of your choice to read a text file with various tweets. The output should be 2 text files-one that contains the list of all unique words among all tweets along with the count for repeated words and the second file should contain the medium number of unique words for all tweets.

Insight,

337

What do you understand by parametric and non-parametric methods? Explain with examples.

WalMart,

288

State some use cases where Hadoop MapReduce works well and where it does not.

WalMart,

316

You can roll a dice three times. You will be given $X where X is the highest roll you get. You can choose to stop rolling at any time (example, if you roll a 6 on the first roll, you can stop). What is your expected pay-out?

Facebook,

296

You are at a Casino. You have two dices to play with. You win $10 every time you roll a 5. If you play till you win and then stop, what is the expected pay-out?

Facebook,

324

How will you fix multi-colinearity in a regression model?

WalMart,

285

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?

Uber,

273

How will you design the heatmap for Uber drivers to provide recommendation on where to wait for passengers? How would you approach this?

Uber,

1682

Case Study based questions - Cars are implanted with speed tracker so that the insurance companies can track about our driving state. Based on this new scheme what kind of business questions can be answered?

Mu Sigma,

435

How will you find the second largest element in a Binary Search tree ?

LinkedIn,

268

What Is An Avl Tree?

Impetus,

278

Which technique will you use to compare the performance of two back-end engines that generate automatic friend recommendations on Facebook?

Facebook,

416

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.

Facebook,

380

How would you add value to the company through your projects?

Mu Sigma,

351

Explain about the various time series forecasting technqiues.

Uber,

296


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Un-Answered Questions { Data Science }

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

293


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?

300


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

462


How will you design a recommendation engine for jobs?

319


What are the drawbacks of the linear model?

309


Explain the goal of a/b testing?

289


why do you need to perform resampling?

306


What is clustering? What is the difference between kmeans clustering and hierarchical clustering?

353


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 ?

300


What is meant by logistic regression?

357


Explain while working on a data set, how do you select important variables?

320


Where is association analysis used?

344


Explain root cause analysis?

309


What is meant by classical ANOVA?

370


What do you understand by statistical power of sensitivity and how do you calculate it?

292