Statistics - A Full Lecture to learn Data Science

[@datatab]

If you like, please find our e-Book here: datatab.net/statistics-book

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[@datatab]

@@PrinceKumarPatel-f4g You can just by it online here: datatab.net/statistics-book

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I still can't believe material like this is available for free..... thanks a lot from Chile!!!!

[@vedanshsrivastava9111]

00:02 Statistics deals with the collection, analysis, and presentation of data. 02:48 Descriptive and Inferential Statistics 08:08 Understanding the difference between standard deviation and variance 10:47 Contingency table helps analyze relationship between two categorical variables 16:01 Hypothesis testing and P value 18:28 Interpreting P-values and Types of Errors 23:16 Understanding levels of measurement is crucial for data analysis 25:43 Different levels of measurement in data science 30:37 Measurement of interval level and true zero point in statistics 33:08 Levels of measurement in statistics 38:24 Understanding the T Test in Data Science 40:52 T Test answers if study duration of men and women is significantly different 45:37 Determining if null hypothesis is rejected using critical T value 48:03 Interpreting t-test results for independent samples 53:03 Using ANOVA for analyzing differences between groups 55:27 Understanding null and alternative hypothesis in population mean comparison 1:00:31 Two-way Anova tests the effects of two independent variables on a dependent variable. 1:03:03 Two-way Anova can answer three main questions about the factors' impact on the dependent variable. 1:07:49 Conducting two-way ANOVA for testing the influence of drug type and gender on blood pressure reduction. 1:10:10 Variance in a Two-Way Analysis of Variance 1:15:12 Calculating F values for factor A, B, or interaction 1:17:40 Repeated measures Anova tests for significant differences in dependent samples 1:22:29 How to calculate and interpret analysis of variance with repeated measures 1:24:50 ANOVA with repeated measures and Bonferroni post hoc test 1:29:44 Calculating F value and P value in ANOVA analysis 1:32:13 Comparing cholesterol levels across different diets and time points 1:36:57 Testing assumptions in ANOVA 1:39:20 Understanding hypothesis testing in Data Science 1:44:12 Nonparametric tests have fewer assumptions than parametric tests 1:46:47 Using rankings for Spearman's correlation and conducting T tests for independent samples 1:51:41 Analytical tests for normal distribution involve several procedures and interpreting the P value 1:54:16 P value is influenced by sample size 1:59:27 Lavine's test is used to test assumptions for hypothesis tests. 2:02:08 Testing for Equality of Variances and Nonparametric Methods 2:07:00 Interpreting Mann-Whitney U test results 2:09:36 Calculating man with U test and P value calculation 2:14:39 Wilcoxon test compares ranks of dependent samples 2:17:13 Calculation of Wilcoxon Test for rank sums 2:22:26 The cral Wallis test is a non-parametric counterpart of the single factor analysis of variance 2:24:47 Usage and assumptions of Crosstab Volis Test 2:30:05 Friedman test for analyzing differences between dependent samples 2:32:34 Dependent samples in statistics 2:37:28 Performing nonparametric test for analyzing response time differences 2:40:08 Analyzing response time differences at different time points 2:45:17 Kai Square test measures relationship between variables 2:47:44 Understanding Chi-Square Test Results 00:00 Understanding correlation analysis 2:55:39 Understanding Pearson correlation coefficient 3:01:01 Understanding Pearson and Spearman correlations in Data Science 3:03:28 Explaining the calculation of Spearman correlation using ranks 3:08:43 Correlation coefficient analysis and testing 3:11:14 Calculating Pearson correlation for nominal variables 3:16:04 Causality vs Correlation 3:18:39 Negative correlation implies lower body temperature with more head lice and higher body temperature with fewer head lice. 3:23:44 Regression analysis is crucial for predicting outcomes based on various factors. 3:26:17 Logistic regression is used for categorical dependent variables like yes or no. 3:31:16 Linear regression models help estimate relationships between variables. 3:33:44 Understanding error in regression models like Epsilon 3:38:51 Understanding the correlation in linear regression 3:41:21 Understanding F test in data analysis 3:46:23 Check for linear relationship and normal distribution in regression model 3:48:45 Multicollinearity can lead to unstable regression models 3:53:49 Interpreting regression coefficient for gender 3:56:30 Creating dummy variables from categorical data 4:01:28 Logistic regression estimates the probability of occurrence of a particular characteristic 4:04:02 Logistic Regression ensures values between 0 and 1 for predictions 4:09:17 K-means clustering algorithm steps 4:11:45 Determining optimal number of clusters using elbow method

[@Phronesis1037]

Thank you!

[@openyard]

Thank you for the table of contents.

[@lollystar3055]

Wonderful.

[@therealmcgoy4968]

Based TY

[@supahottfire]

this is amazing , thank you so much

[@Thekingslayer-ig5se]

The world is still exists because of people like you. Thanks a ton for this lecture. God bless you.

[@Adiishresthaaa]

no she is sellinng her course and book

[@Thekingslayer-ig5se]

@@Adiishresthaaa whatever might be her intentions this course has helped me a lot

[@nmejiai]

@@Adiishresthaaa Yes, of course, she wants to sell her book, but I think it's ok, almost everybody wants to profit from his/her knowledge... I'd buy the book.

[@nmejiai]

As a matter of fact, I already bought the book and it is an excellent book by the way, it is helping so much in my university studies.

[@FahmidaAkterAnkhi]

@@Adiishresthaaa So? Why should she deprive herself of what she rightfully deserves?

[@samuelmatz]

I want to say thanks. This profession doesn't get the respect it deserves. What is important for this career is mathematics. I hope schools do better with teaching math and the fields of statistics, accounting, and economics , will grow and make society better.

[@lollystar3055]

I just compelted less than 4 minutes of the entire 4 hours video and found that I'm already in love with the trainers explanation, classification of learning and the courage she gave before hand. I love this and will watch for the NeXT 2 years in my M.Sc (Applied Statistics). More comments on the fly. I love Statistics.

[@DrewComanda]

I can perfectly hear her voice in my head during exams. Honestly it helps so much. Thank You!

[@sprachenwelt]

Das ist ein ganz ganz tolles Video. Ich nehme gerade meinen ersten Statistik Kurs in Psych und war endlos verzweifels. Danke vielmals.

[@dhanusu11]

I am preparing for CHDA (Certified Health Data Analyst) certification and I found this is most useful for me to prepare for the exam. Thank you so much! It was we presented and explained very well.

[@datatab]

Glad it is helpful : ) Regads Hannah

[@ampomahyaw]

@dhanusu11 please is there a course or program on certified health data analyst you took to be able to CHDA exam? Kindly share.

[@100Million-m8t]

@dhanusu please can you share more on the CHDA program

[@nrusimha11]

This is the best statistics class I have ever sat in. There is something about the crisp graphics and your reassuring voice that helps learn stats in bite-sized sessions. Thank you.

[@dhananjaymandalkar6039]

The lecture was really very organized, and it even seemed that every single item of information had been put in place with great thought. What's more, the high level of engagement has captured viewers by making difficult concepts easily apprehensible, thus encouraging active participation. Thank You!

[@datatab]

Many many thanks for your nice feedback!!! Regards Hannah

[@abdelgaderalfallah]

Splendid, I'll save this video in my playlist and share it with friends. My plan 30 mins per day till I digest and understand all statistics ❤❤

[@datatab]

Greate : ) Thanks!

[@Truth-a_hard_pill]

​@@datatab Haven't watched the video and I'm not a numbers guy. I'm just asking for my kid. Can this video be of any learning benefit to an 12 year old.

[@lollystar3055]

Right now I'm at the reading 15 minutes and 41 seconds. The trainer is saying about Hypothesis Tests and Various types of Hypothesis tests. I love this video.

[@mozhganh1373]

I finally finished it it took me 3 days, on an off. Comprehensive enough for my doubts.

[@Abhi29394]

Hii

[@simonaxlz]

Main reason I love the internet is cuz I can study a whole topic in several hours and have a fairly good understanding to converse and ask more in depth about the field at hand.

[@RajanKumarVK]

It is something very special that you have created to educate us. Absolutely Great Efforts. Thank you very much.

[@datatab]

It's my pleasure! Many thanks for your nice feedback! Regards, Hannah

[@juangs1168]

@@datatab Muchas gracias por tanto esfuerzo para nosotros aprender mas, DIOS te bendiga y te guarde de todo mal, bendiciones amiga.

[@datatab]

@@juangs1168 Many thanks for your nice feedback!

[@munchkin98phd17]

​@@datatab Hi mam,can you please share which video has explaination regarding Complete Random Block Design...I have seen most of your videos but couldn't find this topic! Please shed some light upon this! Thanks

[@datatab]

@@munchkin98phd17 We do not have a specific video for this! But it is very similar to a two way ANOVA except that a block is used instead of the second factor.

[@Zerpyderp]

Not gonna lie, just trying to refresh some stuff and ive been on ur channels all afternoon! take my upvote

[@datatab]

Many thanks!!! Regards Hannah

[@bae409]

THANKS A MILLION🌟🌟 ...sending love and appreciation from a second year psychology student❤❤

[@ahmedalsaedy9951]

I am a statistics student, and I learned a lot of info thinks ❤❤

[@datatab]

Glad it was helpful!

[@asifsvirtualfootprint7370]

you are one of the best teacher on internet

[@harrislamdr.5024]

A comprehensive and clear concepts illustrated teaching video of statistics. Thank you so much for producing it.

[@datatab]

Glad you enjoyed it and thanks for your nice feedback!!! Regards Hannah

[@sergioremonalvarez]

this is really one of the best statistics youtube channels out there! thanks!

[@ankitnagar1780]

Outstanding work! Absolutely to-the-point and simple to understand. Grateful!

[@datatab]

Glad it was helpful!

[@lhodeniz]

Her voice is great! not boring for statistics. I like how she pronounces words. It shows she is not reading directly from the paper; she's also on topic and understands each word she says. thank you

[@Sir-Ahmad-Khan]

This is the whole statistics I learned in last 2 years of by Bachelors in Accounting and Finance Degree.

[@datatab]

Glad it was helpful and thanks for your nice Feedback! Regards Hannah & Mathias

[@zeded6935]

Stats 1. A sample -- descriptive 2. Population -- inferential 4:58 measure of central tendency 💥

[@loicvanhecke6349]

You just saved my master thesis, this channel is amazing

[@jeffclark5268]

If you master thesis was saved by this video then you probably shouldn’t be given a masters in anything…

[@loicvanhecke6349]

@@jeffclark5268 Gee Jeff, not having a very good day now have you ?

[@venusforfran]

@@loicvanhecke6349 he's just jealous he hasn't got a masters thesis :)

[@godzilla1046]

why is this the best channel on the entire KZbin? Definitely buying your book.

[@VavaAtroni]

It helps a lot! Thanks!! we may come from different countries, speak different languages, not knowing each others, but what you have been doing means that humanity is still exist. Love from Indonesia!! You make another friend from Indonesia🤝

[@luqman-kw2co]

I think you have saved my project. I cannot thank you enough! Keep going with the video!

[@nrusimha11]

Thanks!

[@datatab]

I need to say thanks you!!!! Regards Hannah

[@Ipadstands]

Great start , after a few minutes I feel the information is well delivered, formulated and spot on topic !! I will keep watching

[@Ipadstands]

2nd nite and now 45 minutes into this video plus a glass of wine. T Tests may need a second replay of the video to understand them.

[@Its_InduB]

it is so easy to understand the complex terms and equations...great help..thankuuu

[@gatewaydigitalsolutions]

This is one of the amazing videos that I have ever watched. Well explained with both graphical and analytical examples. Great Job indeed💪💪💪💪💥

[@datatab]

Glad you liked it! Many thanks! Regards Hannah

[@fekaduayelgn7951]

Hello, Dear, I joined your channel recently and your videos are helpful for statistics. I love your brief description with great examples and clear explanations. But now I want to ask one question and I hope, you will clarify it. The question is "What is the difference between multivariable and multivariate analysis".

[@TheHumanitarian23]

I needed this for my PhD thesis. Thank you. I need to abdorb incrementally 😊

[@adlesal24]

I have to admit that i am addicted to your videos 😇 that i had the brave to watch this comprehensive course

[@mulowamumbula95]

At last, a clear and simple tutorial. Thank you very much

[@datatab]

Glad you liked it!

[@slykni8]

Wow, you are simply superb. You made even the complex statements so easy to understand and remember. You are the best teacher I have ever seen.

[@mithunoctagon]

I like the way you explaining. you are far more better than my National Institute of Technology, Trichy professors. thanks you for this video.👍

[@luisalfredovidaldecarvalho876]

Your book is very good and complete!!! Congrats! Prof. Luis Vidal, epidemiology dept, school of medicine, ufrj, rio de janeiro, brazil.

[@faustinendaki-eb4sl]

Hi Prof

[@marymuthoni9668]

I watched the lecture in one sitting...very informative for statistics students 🎉

[@richarddankwah3088]

I always find this page very useful and I like the Lecturer as well, She speaks very clearly and gets everything right inside my ears. I will love to meet Her one day personally and one on one. I will be very glad.

[@sarahpowdery4653]

Hello from Brisbane. I will definitely be telling all my colleagues about you. Hoping to see lots of scientific papers with your name in the citation for years to come.

[@phyowaithant4224]

Great Statistical Explanation. Thank you ❤❤❤

[@pradnyawakpainjan8626]

So simple way of explaining. Amazing. Thanks for all your efforts

[@datatab]

Glad you liked it!

[@chaitanya2222]

Thank you 😊 💓 for the most comprehensive course 😢🙏

[@JohnTHusky]

An excellent presentation of the required population's education about analytical models, logic, mathematics and data science. Especially the lecturer, who reaches a level of elite professionalism, I would easily certificate being able to handle and manage our societies future development, while being able to go to bed happily ever after, without worrying about the future of our children too much.

[@HSSL261209]

This is simply one of the BEST video about statistic. So easy to understand

[@ivyesra9017]

Thank you for the video. Very informative and easy to understand.

[@datatab]

You are welcome!

[@devankur1]

You have a very easy going and calm approach towards teaching.

[@guntherm4755]

I love your accent!!!!! So engaging, pls do not change it

[@eugenetapang]

Absolutely foundational and wicked awesome! Awesome Tutorial.

[@makdakifle235]

A heart felt thank you from Ethiopia!

[@bipinbhimani6473]

Very smooth explanation.. simply superb. Loved it. Statistics is no more boring and scary!

[@nepalsudip7960]

Thank you for the wonderful tutorial video summarising the entire statistics.

[@nitinjoshi6166]

Hats off to the educators ❤❤❤

[@azzamohamed5905]

The lecture was certainly very valuable and excellent, but the presentation was amazing. Can you tell me about the program used in this presentation work?

[@Javierriveraab]

Thank you very much for this material. Greetings from the Panama Canal!!!

[@toyinobafemi5167]

I just finished the lecture. I found it very helpful. Thanks once again

[@AmruMagdy]

You have produced something truly unique in order to teach us. Absolutely Great Efforts. Many thanks for it.

[@brainybrahmi578]

You literally saved my life! Thank you so much.

[@marie-uw6ic]

Thank You! This is a great help for board exam preparation for psychometrician!, so, helpful❤

[@datatab]

Glad it was helpful! : ) Regerds Hannah

[@DataScience_Walk_With_Me]

U are awesome in teaching and in ur attitude 😊😊

[@datatab]

So nice of you! Thanks for your feedback! Regards Hannah

[@temirlanzhunusbekov5177]

Hello! I love your channel! ❤❤❤ Thank you for that big job. I'm in the process of repeating/learning statistics and I'm definitely will watch your video🎉

[@datatab]

Many many thanks for your nice feedback! Regards Hannah

[@mohamedibrahim-iq9od]

Great starting studying data science you’re awesome, can I ask if probabilities are included?

[@datatab]

Many thanks! The course does not spend much time on probabilities! Rather, it focuses on the various tests and how to evaluate the data!

[@spontinimalky]

Excellent video. Very clear and exceptional illustrations. The result of a lot of work without a doubt.

[@TryTobeBETTER-z7p]

i have no enough words to express how much i'm thankful to you sir ^^

[@hxkyt]

Cảm ơn bạn!

[@susanna6826]

fantastic fantastic fantastic video!!! 😍👌🏻 🏆

[@datatab]

Thank you so much for your feedback :)

[@dalegriffiths3628]

This is wonderful thanks, I'm going to enjoy in half hour chunks also - I'm a physics teacher but I am enjoying being reminded about this content. By the way what do you use for your graphics they are super? I would like to do a similar thing for making physics revision videos for my students.

[@aysundogan755]

The lecture is very helpful in all aspects. Thank you.

[@datatab]

Many thanks!!!

[@aysundogan755]

Honestly this is one of the best videos i find in youtube on this subject.Thank you so much.

[@Dinoyt48]

Thank you for taking the 4 hrs long trouble for us, it was needed badly. ❤

[@sebastianarenas4853]

You hold the world on your back like Atlas, thank you! Great video 🥳

[@shimbahillspoetryhouse5552]

I am greatful to this good and elaborate explanation of statistics. This is Gem in my oncoming research work analysis for my MSc. Immunology. Thank you mum.

[@prash9650]

Can you please explain briefly on your research work and how have you planned to use statistics in this? I am curious on immunology

[@precodart]

Thanks for the enlightenment, one of the best video on statistics so far

[@joshuajato3878]

This was soo helpful. Thank you. 😊

[@datatab]

Glad it was helpful! Regards Hannah

[@khalifmohamed2486]

Well explained the essentials of the concepts and principles of statistics and related subjects. Thanks for posting this important and informative lesson!

[@yearn2learn2earn]

Excellent lecture. As good as is humanly possible.

[@Exploretheexperiece]

Really Don’t know How to Thank You❤❤.But You have Opened my eyes in a very meaningful way.Never the statistics was so much fun for me.I was always struggling in Data analysis.

[@Nephtales]

you are an angel with a german accent ❣❣❣ amazing !!

[@nileshkarhade]

Thank you so much for making it so simple and digestible! Really liked it!

[@datatab]

Glad you liked it!

[@anthonygikuri]

I've been following your video posts. You made me confident before my students. A simple way to present technical jargons!!! I haven't bought the book going they the free sample one can tell it's worth a penny!!!

[@nanag7474]

I love this video which help me sort up those definition ,thanks so much!!!!

[@nasiruadeyemi5748]

Wow. I really appreciate this. I have learned a lot

[@ahmedkelifa1922]

wow fantastic and fabulous lectures. great job with mastering the subject.

[@samuelmatz]

This is an important career. Accounting is also important. The master career is Economists . Economics has elements of those mentioned prior.

[@zensyslearning]

Thank you very much for such a great tutorial. Complex topics very easily explained❤❤

[@datatab]

Glad it was helpful! : ) Regards Hannah

[@JmeB-so3fd]

This is really a good tutorial into the subject

[@chrischris5715]

Great video, thanks so much 🫶

[@piripi40]

This video is a great and excellent public service

[@ludmyliny_kazky]

Pretty useful for my studying. Thanks a lot❤

[@datatab]

Glad to hear that! Thanks for your feedback! Regards Hannah

[@DarthGraviton]

Girl, you’re awesome. Thanks for the great content!

[@moviezone8130]

I am trying to get into data science with R programming and I found your video so far great and highly informative. Do you have a future plan to make videos about data science in detail such as probability, machine learning, data visualization and etc thanks. I'm Yehualashet from Ethiopia.

[@CherryAndDev]

Please make a content on Probability as well... Thanks guys for the content...

[@paranoya733]

I love your simple presentations!

[@santiagosoto910]

Thanks the german accent help me to concentrate ❤

[@datatab]

Thanks : ) It's actually an Austrian accent, like Arnold Schwarzenegger : )

[@HumbertoMoura]

Thank you from the bottom of my heart!

[@datatab]

Thanks for your nice feedback! Regards Hannah!

[@denkenhilft1607]

This lecture clearly is for non mathematicians. In the last century I learned all this in school, but even with mathematical proofs which were all left out here.

[@kangre63]

The best lectures on Statistics I have listened to ever. Your voice, pace, method and content is fantastic. Thank you so much! I will listen to your lectures more than once. So much to learn in a pleasant and enjoyable way.