Data Science Interview Questions (with answers)

In this video I discuss 10 data science interview Questions with answers.
#datascience #dataanalytics

Пікірлер: 68

  • @CleorieAntibeAr
    @CleorieAntibeAr4 жыл бұрын

    01:49 (Q1) What are the assumptions for Linear Regression? 03:33 (Q2) What is the difference between Precision and Accuracy, can you explain in terms of Confusion Matrix and Confidence Interval? 06:36 (Q3) Normal distribution question 09:36 (Q4) What is the power of a hypothesis test? Why is it important? 11:33 (Q5) What is the difference between K nearest neighbors and K means? 13:19 (Q6) Explain Random Forest in Layman terms. 17:40 (Q7) What is K fold cross-validation? Why do we use it? 19:31 (Q8) Explain how we can handle missing values in our data? 22:21 (Q9) What is the difference between a Bar Graph and a Histogram? 24:17 (Q10) What is a Box and Whisker Plot and when should we use it?

  • @andrewwoan

    @andrewwoan

    4 жыл бұрын

    thanks hero

  • @ShubhamSingh-jo5nb

    @ShubhamSingh-jo5nb

    Жыл бұрын

    Who are you

  • @KenJee_ds
    @KenJee_ds4 жыл бұрын

    These are great! This goes really well with a video I made about what to expect from the data science interview process. Keep up the good work!

  • @80Satpal
    @80Satpal4 жыл бұрын

    Much appreciating your efforts. Useful video to get a fair idea on what diff type of questions one can face. I have one small observation as follow: Explanation of question 6, is more of a feature selection rather than how actually a random forest works. It should be first deciding some most important parameters (feature selection) and then asking people what is best out of 3 offers based on selected parameters. People will respond as per their experience and learning and recommend an offer to go ahead. The highest number of people recommending an offer is what I will go ahead. Now, in technical term, these number of people are my trees (forest).

  • @Vishal-pr2tf
    @Vishal-pr2tf4 жыл бұрын

    Please do more interview videos. This is great help. Thank you!

  • @CristianBittel
    @CristianBittel4 жыл бұрын

    Great video and great topics you propose for interviews! Thank you.

  • @jaklongshot9056
    @jaklongshot90564 жыл бұрын

    Please more vids on interview questions! This was great!!

  • @edsonrios8745
    @edsonrios87454 жыл бұрын

    Very helpful video. And I loved your explanations and advice! Keep posting videos, I enjoyed learning with you!

  • @arnabghosh6190
    @arnabghosh61905 жыл бұрын

    It was very helpful video. Keep posting videos on data science and how to answer them

  • @dineshvarma98
    @dineshvarma985 жыл бұрын

    I appreciate your attempt 👏👏

  • @chetanatemada4652
    @chetanatemada46525 жыл бұрын

    Excellent questions , looking forward with more questions

  • @TheRiseAcademy

    @TheRiseAcademy

    5 жыл бұрын

    i am working on a new one right now. Should be out in couple of days. thanks for commenting.

  • @arvindsinghrawat538
    @arvindsinghrawat5383 жыл бұрын

    Um, the way you explained precision and accuracy was so good, I can rest now 😅

  • @awanishkumar6308

    @awanishkumar6308

    3 жыл бұрын

    0 9

  • @indexoptiontrader3205
    @indexoptiontrader32054 жыл бұрын

    Your voice modulation is very audible and soothing.. Thanks for the video..

  • @shubhamkhatri7905
    @shubhamkhatri7905 Жыл бұрын

    Thank you ! We need more videos based on data science interview questions.

  • @majdoubwided6666
    @majdoubwided66663 жыл бұрын

    I was asked about some ML and deel plearning algorithms, about accuracy recall f1 score and precision. Also about testing... some iq questions 2....

  • @virajghodke4519
    @virajghodke45193 жыл бұрын

    Appreciate Your efforts. Thank you. Keep posting 🙏

  • @seymatas
    @seymatas3 жыл бұрын

    16:00 Random Forest LinkedIn Example. There are 10 companies you got a job offer. You show 3 of them to your LinkedIn contacts. If change the example like this we consider both bagging and subspace sampling. (Bagging-Bootstrap Aggregation is to use some of the data, subspace sampling is to use some of the features. )

  • @How2hit
    @How2hit5 жыл бұрын

    Appreciate the video!

  • @poojamankar
    @poojamankar4 жыл бұрын

    Thanks for the work... Good efforts

  • @haribabu583
    @haribabu5834 жыл бұрын

    You have done a good job. It is very helpful

  • @bheeshmak.s5125
    @bheeshmak.s51254 жыл бұрын

    Good content and explanation..

  • @karthikparanthaman634
    @karthikparanthaman6343 жыл бұрын

    Best Random forest ever!.. Thank you so much!

  • @CromaCampusOfficial
    @CromaCampusOfficial3 жыл бұрын

    Thanks for sharing this video really helpful for new students.

  • @JoelJohnJs
    @JoelJohnJs4 жыл бұрын

    Good Work 😁

  • @andyn6053
    @andyn6053 Жыл бұрын

    Great stuff!

  • @manojkumar656
    @manojkumar6564 жыл бұрын

    Really appreciate 😊

  • @marianaperezcong2681
    @marianaperezcong2681 Жыл бұрын

    GREAT QUESTIONS

  • @viswajeettoshniwal6541
    @viswajeettoshniwal6541 Жыл бұрын

    Great work. Thanks

  • @hitarthshah8199
    @hitarthshah81993 жыл бұрын

    Thanks for sharing!!!

  • @kumarnityanand5945
    @kumarnityanand59455 жыл бұрын

    Great efforts 👌👌👌💐💐💐 please do post more videos. Its was very useful

  • @TheRiseAcademy

    @TheRiseAcademy

    5 жыл бұрын

    thank you!

  • @akshaypatil9229
    @akshaypatil9229 Жыл бұрын

    Very well explained ! Thank you.

  • @puneettiwari2251
    @puneettiwari22513 жыл бұрын

    Great job

  • @rahulrokade2048
    @rahulrokade20483 жыл бұрын

    Thank You Ma'am !

  • @mayankkumar429
    @mayankkumar4294 жыл бұрын

    Very helpful

  • @harisankars886
    @harisankars8863 жыл бұрын

    Very helpful video

  • @JohnK-th9yw
    @JohnK-th9yw5 жыл бұрын

    thank you very good questions

  • @TheRiseAcademy

    @TheRiseAcademy

    5 жыл бұрын

    welcome!

  • @sawanshrivastava4147
    @sawanshrivastava4147 Жыл бұрын

    good one please domore videos on layman term explanations

  • @aryapulkit8886
    @aryapulkit88864 жыл бұрын

    Bar graph gives us insight about categorical data. I think Discrete is not the right term.

  • @tahseenabbas52
    @tahseenabbas52 Жыл бұрын

    Thankyou so much 💖

  • @ankeetaprasad4327
    @ankeetaprasad43275 жыл бұрын

    In Z score question can we do it with a t test

  • @My-NaMeS_jEfF
    @My-NaMeS_jEfF3 жыл бұрын

    If it deviates from the standard more than (k) times , the probability of the z score is squared exponentially

  • @ambujmittal6824
    @ambujmittal68244 жыл бұрын

    Hi, can you please tell me why is multicollinearity bad? Thanks in advance :)

  • @DandaFundas
    @DandaFundas3 жыл бұрын

    👍

  • @karunaraghuwanshi7302
    @karunaraghuwanshi73024 жыл бұрын

    Are these questions for freshers? Or experienced one as well?

  • @chiranjeevic8384

    @chiranjeevic8384

    4 жыл бұрын

    for freshers

  • @dassauli
    @dassauli4 жыл бұрын

    I like the way you tried it, but unfortunately you lack explanation , when you say linear relationship please be specific about linear relation between what? if i have a quadratic data, you mean i can't run linear regression?

  • @rolandheinze7182
    @rolandheinze71825 жыл бұрын

    Not sure about the explanation for question 1. Nor why linear regression requires the assumptions for best linear unbiased estimators. Can still fit a linear regression just fine without them, albeit it might invalidate confidence intervals and interpretability. Who cares what the assumptions are if MSE is low?

  • @TheRiseAcademy

    @TheRiseAcademy

    5 жыл бұрын

    do you think the MSE will be low if the assumptions are not true? Low MSE in itself means that the residuals are small and the predicted linear regression line closely represents the actual pattern in data.

  • @jcindass89
    @jcindass894 жыл бұрын

    you are indian and smart. good news for you and india

  • @dineshkarumuri1875
    @dineshkarumuri18752 жыл бұрын

    Aaa... You ggggggive excellent explanation.. Please use perfecttttttt mic .. Because a lotttt of unnecessary sounds coming from your mouthhhh.. Those are getting irritattttted me.

  • @Gavinnnnnnnnnnnnnnn
    @Gavinnnnnnnnnnnnnnn4 жыл бұрын

    These questions are way way way too easy for any good ds job. These are more like statistics 101 problems.

  • @zitzanenmbuan7237
    @zitzanenmbuan72374 жыл бұрын

    for the sake of it, please use a different, more pleasant computer voice for your videos. Thanks in advance.

  • @pan.sushant
    @pan.sushant4 жыл бұрын

    Not engaging.

  • @alexjenkins8026
    @alexjenkins80264 жыл бұрын

    for someone who says "communication is key to data science" you seem to use the visual medium of video very poorly... Reading exactly what's on screen 10x faster than you reading it out really bugged me. I realize actual video can take a lot longer to make, or cost a lot more. But PowerPoints with text dumps haven't been 'good communication' since 2000. Sorry if this was harsh, great info. I just muted it and scrolled through each slide - which would've been a better experience on slideshare sadly.

  • @JatinderSingh-ff4eo

    @JatinderSingh-ff4eo

    4 жыл бұрын

    I think you should listen too. It's a fabulous video.

  • @alexjenkins8026

    @alexjenkins8026

    4 жыл бұрын

    @@JatinderSingh-ff4eo It's good content sure - no arguments. Not what i was getting at.

  • @TheRiseAcademy

    @TheRiseAcademy

    4 жыл бұрын

    great then i guess my video will be useful for those with hearing problems if my slides are good enough to just read thru.. ha ha :-)

  • @zitzanenmbuan7237
    @zitzanenmbuan72374 жыл бұрын

    no offense-- your content seems to be great; but it's very tiring to listen to you're voice-over. sorry, but TRUE

  • @Leon-pn6rb

    @Leon-pn6rb

    4 жыл бұрын

    idiot be grateful and show some intelligence and put it on 1.5x , use equalizer if you can't focus

  • @kumarnityanand4731
    @kumarnityanand47312 жыл бұрын

    Very helpful

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