5 Concepts in Statistics You Should Know | Data Science Interview

Ғылым және технология

🚀 Land your dream data job using datainterview.com/.
====== ✅ Details ======
Dan, formerly a data scientist at Google and PayPal, reviews 5 fundamental topics candidates need to review in preparation for data science interviews. These are topics that are asked in business-case, statistics, and statistical-coding rounds. For more prep content, check out datainterview.com/
👍 Make sure to subscribe, like and share!
====== ⏱️ Timestamps ======
0:00 Intro
00:51 Central Tendency
05:05 Dispersion
06:17 Correlation
10:42 Normal Distribution
12:53 Hypothesis Testing
20:00 Other Concepts to Know
20:41 Conclusion
====== 📚 Other Useful Contents ======
1. Principles and Frameworks of Product Metrics | KZread Case Study
Link: / principles-and-framewo...
2. How to Crack the Data Scientist Case Interview
Link: / crack-the-data-scienti...
3. How to Crack the Amazon Data Scientist Interview
Link: / crack-the-amazon-data-...
====== Connect ======
📗 LinkedIn - / danleedata
📘 Medium - / datainterview

Пікірлер: 28

  • @WebsterLincoln
    @WebsterLincoln2 жыл бұрын

    I would describe that as a positively skewed normal distribution, not an exponential distribution. Also, it's the 68-95-99.7 rule

  • @abdallahelmoctar7635
    @abdallahelmoctar7635 Жыл бұрын

    Such a simple and straight forward refresher. I'm grateful for your work

  • @mahmutozmen1261
    @mahmutozmen12612 жыл бұрын

    Thanks for such a great content and your effort. Would you mind explaining further why you think that mode = median? Since this graph seems like a positively skewed graph, I though mode is around 3, median 4 or 5 and mean between 6 and 10.

  • @AllieZhao
    @AllieZhao Жыл бұрын

    These are crucial concepts. Thanks

  • @shir0tei
    @shir0tei2 жыл бұрын

    Thanks for the video! I The correlation formula is wrong though, the covariance is the numerator divided by n.

  • @SaramaKamal
    @SaramaKamal Жыл бұрын

    Could you mention tools used to design and present your slides thanks!!!

  • @basmaelkhamlichi8223
    @basmaelkhamlichi82232 жыл бұрын

    Hypothesis testing and P value nicely explained, thank you!

  • @DataInterview

    @DataInterview

    2 жыл бұрын

    Thank you!

  • @jcokonkwo
    @jcokonkwo2 жыл бұрын

    I definitely appreciate the explanation then the applied DS examples right after. Thank you!

  • @DataInterview

    @DataInterview

    2 жыл бұрын

    That's the best way to learn :)

  • @benxneo
    @benxneo2 жыл бұрын

    could you give me ideas for data science projects that deliver value to businesses

  • @HarryPotter-st2cn
    @HarryPotter-st2cn2 жыл бұрын

    Great content. Is non-normal distributions listed separately to put emphasis on it? I believe it will be included within the concept of the overall distributions

  • @dreamingaparisdream3178
    @dreamingaparisdream31782 жыл бұрын

    Also where is the link for Meta Statistical Interview questions video please?

  • @bandai2
    @bandai22 жыл бұрын

    could you also use Spearman Correlation if you have outliers in your data?

  • @eresque7766

    @eresque7766

    Жыл бұрын

    late but yeah u could

  • @RedShipsofSpainAgain
    @RedShipsofSpainAgain Жыл бұрын

    11:16. I think you have a typo: The Normal distribution should be 68-95-99.7%, not 65-95-99.7%

  • @stanislavdidenko8436
    @stanislavdidenko8436 Жыл бұрын

    2pm - poisson distribution

  • @jacksun7999
    @jacksun7999Ай бұрын

    6:43 should the numerator be cov(X,Y)? Seems there is a 1/(N-1) term missing.

  • @dreamingaparisdream3178
    @dreamingaparisdream31782 жыл бұрын

    For the normal distribution, is it 66-95-99.7 rule or 68-95-99.7?

  • @TheNIK21HIL

    @TheNIK21HIL

    2 жыл бұрын

    it is 68% within 1 SD. it must be a typo on Dan's end. The graph though does represent it correctly.

  • @ASHISHDHIMAN1610

    @ASHISHDHIMAN1610

    2 жыл бұрын

    @@TheNIK21HIL yeah typo

  • @Foba_Bett
    @Foba_Bett Жыл бұрын

    I am binge-watching your channel ! 😎 In the correlation section - why not just straight up remove the outliers? 🤔

  • @gaboqv

    @gaboqv

    Жыл бұрын

    that's what he is telling with a fancy name, you will use quartiles to confirm which of the points are outliers

  • @pal999
    @pal9992 жыл бұрын

    If you're using a real world example, you shouldn't "ASSUME" the SD to be something. Can you find out how it's determined in real world?

  • @anirbansarkar6306
    @anirbansarkar630610 ай бұрын

    Can you help me understand on what basis have you assumed population standard deviation to be 20?

  • @BrianSalamone
    @BrianSalamone3 ай бұрын

    1:08 8 hours a day in Facebook????? What is the X at the bottom?

  • @michaell9804
    @michaell98042 жыл бұрын

    You failed to mention bayes theorem and binomial distribution which is used here just as heavily as normal distribution particularly when quantifying the probability distribution of the accuracy of unsupervised learning models. This video is not comprehensive at all

  • @Omegageekk

    @Omegageekk

    2 жыл бұрын

    If you thought a video titled “5 concepts in statistics you should know” would be a comprehensive breakdown of literally every stats concept you need for data science, then I have a bridge to sell you.

Келесі