Unsupervised Learning: Introduction to K-mean Clustering

[@akhlaqurrahmansabby]

I have an exam tomorrow and I was desperately searching for a video that matches the way our Professor taught us. It's 4.42am now, and after searching and watching several videos, finally, I got this. Now, I can go to sleep. Thank you. :D

[@RupamBumba]

me 2 cool..... maam make more vidios

[@uzairhashmi8475]

Guess what I get this in first click... Alhamdulillah :)

[@muhammadrizoabduganeoff5266]

Man you are telling my current situation)))))))

[@pikapool8169]

Its 4.58 am for me.

[@theb1524]

5.32 am

[@shayaanmalik1012]

What you covered within 00:15:17 mins long video has more weight in terms of practicalilty and knowledge than 1:02:00 hour long university video.. Truly thank you

[@pravin8419]

You want me to believe that you have made me understand k-mean clustering using just basic +,-????? Well, i believe you!! Thanks a lot!!

[@rawushzafar2735]

درود خدمت تان بانو شگوفه غزیز و گرامیthank you soo much dear Ms.shukofeh

[@saspoloyt]

I have an exam tomorrow and was frantic to find a video that matched the manner our Professor taught us. It's 4.42 a.m. now, and after much searching and viewing of movies, I've finally found this. I can finally sleep now. Thank you very much.

[@nakhshinievbakhtiyor664]

The best way of K-mean Clustering explaination! Iranian Professor is amazingly good at teaching!

[@laurentsanou3654]

I am sure this is the video everybody is looking for. Underrated

[@shahidiqbal9297]

Baji chaa gaey jey tusi.... You have done a fabulous job...

[@boagookgetheng3740]

you saved my life. i missed a class and i am preparing for an exam tomorrow. This video is very useful.

[@imdadood5705]

I had a one hour lecture. Our lecturer just kept on reading the presentation slides. And here, bam! I spend 15 minutes trying to understand. I understood! Thank you, ma’am.

[@TheShantanusharma09]

You did an amazing job explaining this visually... I think most people get scared with Mathematical concepts and Algorithms is because they are visual, and if they can't see how it works practically and visually, they loose interest.. I wish I was taught this way in my school days. Thank you.

[@fuadkhan2664]

That was too much helpful. Thank you very much. To learn k-means, this tutorial is recommended.

[@abhishekravoor]

The BEST Explanation of K-Means Clustering Algorithm on KZbin

[@elvisibor6359]

This is by far the best explanation for K-Mean clustering i've seen online. I will like to see a video teaching on dimensionality reduction if there is any, please.

[@azeemsharif4149]

Thank you Ma'am! Such a beautiful way to explain everything. I am glad I didn't skipped your video because there were less likes.

[@RupaliTripathi66]

This is the only video available explaining the problem with Manhattan/Rectilinear distance. Thanks a lot ma'am. Love from India. :)

[@tadwitko8046]

Great explanation! Thank you. I looked at several tutorials before this and all of them were incomprehensible. I am not a software engineer but I do understand technology and basic math so this was perfect.

[@RajuKumar-px7yc]

I have seen many videos for K means clustering as it is required for my project on Cognitive radio but none were useful. But yours video is highly helpful

[@iamakashshetty]

Honestly, this is the only video that helped me to understand this topic.

[@harshadocp]

One of the best videos on K-mean clustering. Thanks a ton.

[@chvrleshd]

its atually the best on youtube. Other people explain just to sound smart and not consider whether the person watching is a novice

[@azizamirsaidova5586]

Your explanation is so comprehensive and easy to understand. Thank you for your time and effort that you put into making this tutorial.

[@electric-lemonade]

This was extremelyyyy helpful. Thank you so much, your explanations were crystal clear

[@adilfarooq1430]

Excellent and easy explanation, thanks a billion Prof. Mirzaei.

[@최동헌-d3w]

Thanks for your help. I just finished my report, after this fantastic and easy to understand lecture. Have a good day.

[@agilasadi5044]

This is the best video I could ever find at 5:21 AM, absolutely amazing :D

[@FREDERICKNIIAOTU-AFRO]

Awesome video! I can't believe how you simplified everything for it to make this much sense. Kudos to you!

[@amilcarc.dasilva5665]

great tutorial. systematic and crystal clear explanation. many thanks. this tutorial is highly recommended to watch.

[@deeyanatee2266]

This was the best explanation for K-means clustering. Thanks a lot!!

[@jedt3d]

Very concise and to the point. May be the best explanation for this topic. Only number and font in slides that wish it more readable. But the lecture quality is master piece !

[@biyinzikaivan]

best explanation i ever got for Kmeans- thanks prof except correction: at 11.59 where cluster2 has 3 points not 4 and hence centroid is ((8+7+6)/3,(4+5+4)/3)=(7,4.33) which is the same as you got using 4 points

[@ravikumaroruganti2097]

Very well explained with a basic example.Easy to understand. Good job Mirzaei!!

[@sarahkaur2211]

honestly the best video i have come across to clearly explain this topic!

[@popomu90]

you saved my day. at last i can hand calculate the first step of centroid of clustering

[@shreshthkaushik1937]

Really awesome video. I understood this in one time. You teach so better than my professor, wish you were my professor.

[@johnkennykumar]

This is the best tutorial on k means clustering

[@panostzakis6925]

Thanks really for helping us!!Excellent work!!

[@johnhetherington2667]

You are a wonderful Tutor, clear and concise, thank you for sharing your material.

[@gebremichaelkibretsheferaw3976]

Your explanation is much excellent like your dutifulness. Thanks

[@mojganhtn6360]

ممنونم عزیزم.. عالی توضیح دادی.. دقیقا دنبال همین مثال از کتاب میگشتم

[@sxmirzaei]

sure! no problem :)

[@lakshminarayanakodavali9697]

GOOD Explanaton. Thank you for providing nice video.

[@carlo_wr2607]

Im strugling on our data mining subject since theres a pandemic and i cant attend online classes and can only rely on modules... Modules cant really explain everything so im thankful that you explained this clearly

[@chloekimball536]

Thank you for the video. No one could have done a better job

[@Burak-tv9he]

Amazing video. Also you have a great accent for a non native English speaker. Thank you so much Professor!

[@Troglodyte2021]

The math behind the algorithm best explained! Thanks a million for your explanation!

[@serge6208]

Great video, and very well explained as I watched a number of similar topic videos, and this one is by far the best

[@tomtsoumpas7384]

Awesome video! Great explanation.

[@alekhyakotari8090]

The way you explained was really awesome loved it ❤️ best video for kmeans clustering

[@michael3226]

Thank you for this video. God bless you

[@bagup_alpharetards]

Mam i cant tell you how much thankful i am. You saved my life. Love you

[@Aussie98]

thanks Shokoufeh joon, very helpful

[@dreamtoreality-mp9qb]

This is best video explanation for K-means clustering, thank you a lot! Like and subscribe

[@pravin8419]

I agree!

[@carlosfinholdt4190]

I agree too

[@ayeshajahangir4679]

Amazing. Thank you so much mam. Now i got to know how to solve k-means clustering problem. I really appreciate you. Thank you so much for sharing this video within us. Thankx alot mam.

[@boluwajiadewole6821]

this is the best video on this topic

[@datletien]

Thank you Prof. Mirzaei, your lecture is amazing !

[@nimrsawafta1682]

Wow this wonderful, better than my teachers

[@letsjoinhands]

Beautifully explained! Most simple and useful

[@tsukiyyy]

Wow this method is so much easier. Thank you so much. Worth every second 😀

[@lewishoanglong1610]

I understand this for the first time! Thank you so much!

[@avinashbasetty]

Awesome.. I am glad that you helped my problem in understanding what is really happening :)

[@Cheeky_Goose]

Beautiful video, it just explains exactly what I was looking for. Hopefully I get this question on my exam!

[@studywithosamaali7775]

I have been searching for this type of solution for 2 two days

[@theyreminisceoverus]

Thanks a lot. Your videos helped understanding it easily and made it less ambiguous as my professor made it seem.

[@mensahjacob3453]

You are too good. You have saved me alot of trouble. I am very grateful

[@shah6868]

Another correction as well, Correctoin: at 11:53, In cluster 1: /3 instead of /2 Great explanation anyways

[@rohitsingla7681]

These teachers in college would be appreciated , not those boring professors.

[@ayesharahman3404]

Thank you so much.. Very easy and nice understanding skill 😊 very helpful vedio

[@faizaomer5737]

Amazing explanation😆😍

[@boluwajiadewole6821]

Best video ever...wao. Thank you and God bless.

[@pinfo7325]

easily understand thank you shoko

[@lahiru954]

great explanation mam!!! It was really helpful to me. Finally I solved my problem. Thanks!

[@carlosfinholdt4190]

very, very, very good explanation. Thaks

[@Shuvooa]

It was very intuitive. Really cleared my understanding.

[@muhammadfarrukhbashir6309]

Amazing Explanation of K-Means Clustering

[@vishunixon]

thanks a lot dear I was struggling to find how the image processing in k means clustering actually works thanks a lot it helped me

[@mehedihasanemon6691]

Thank You For making this amazing tutorial. Much appreciate!

[@Luminous13]

Obligatory "I am here the night before my exam trying to save my ass"

[@김보성-s9q]

I can understand by you are this movie. Thank you very much !! ;-)

[@yousrachahinezhadjazzem7895]

Wonderful explanation!!!

[@Mudiaga11]

this is an excellent explanation

[@Pimentocompany_]

I appreciate your help. Im also from iran

[@mohammadshahadathossain1544]

Outstanding explanation

[@nasiha.j4456]

This s the best and simple explanation for K-means clustering. Thank you a lot Shokoufeh Mirzaei. can u plz explain abt elbow method to determine unknown K values for clustering?

[@rioal-dia.dompol703]

This is very very help thanks a lot ... I was searching for this classifier like whole yesterday

[@asadullah7372]

hi may I ask why didn't you use Euclidean distance formula to calculate distance between the points?

[@dr.s.vasundhara8638]

Very easily explained madam.

[@DavyHermanus]

Thank you. It is the best explanation for me..

[@AI-NotesExperience]

Excellent explanation.

[@Fatima-kj9ws]

Very Clear, many thanks

[@shaimaeid]

Many Thanks for a great video and clear explanation.

[@chikeziemonalisa9342]

Thank you so much for this. Please, can you do a video on k-means cluster evaluation; Internal measure, hand calculated

[@bslnada9248]

Thank youuu !!! The only video that made me really understand it !

[@parkjiji6701]

thank u so muck , u're video is really helpfull

[@kmnm9463]

Hi , This is the best K Means clustering explanation with perfect example in YT. Could you please do a video on math behind Gradient Boosting algorithm? Thanks from KM

[@NostalgiaT]

12:17, shouldnt it be /3 for cluster 1?

[@thomastoet]

Amazingly explained, thanks!

[@maymoonabashir3993]

Thank you so much your the best, you saved my life !!

[@octo8tako]

Thanks so much! I finally got it!

[@reemabdullah9905]

Best video ever!!!!

[@syedquamruzzaman8491]

Nice explanation for each individual steps! thanks

[@Lucyferandtheson003]

This is the best video. Thumbs up!