Introduction to Clustering and K-means Algorithm

[@laiwei5974]

....I've never seen such excellent explanation in my whole life

[@HeduAI]

I am glad you liked it! :)

[@laiwei5974]

make some more videos please!!!

[@HeduAI]

Yes I am working on it :)

[@tariqhussain2973]

@@HeduAI Please more videos, this is really good

[@ranjanpathania1743]

No better explanation I have seen on K mean, especially the visual on "when to stop". GREAT!!

[@neotank874]

Great 👍👍

[@luongdat5196]

Such a nice video! Thanks

[@rufelestrada9791]

What an amazing video! You have a real gift in the ability to make a complicated subject easily understandable! Wow! Great job!

[@HeduAI]

I am so glad it was helpful :)

[@bharathr1865]

Great explanation

[@tomtai5055]

This is by far the simplest and clearest explanation of K-Mean Clustering.

[@aub1729]

This is incredible...having been through many k means explanations this is just soo much more brilliant! Thank you!

[@mohanachuthvarma6478]

just awesome tutorial 2020

[@mayankj7212]

Only a knowledgeable person speaks in a simple language! You are super!

[@snehashishbanerjee2575]

Slow, Simple and Crystal Clear Explanation ! Marvelous

[@mirzahassanbaig8304]

One can only explain things in a simple manner, when they really understand it. You have explained it so well. Thank you for sharing this video.

[@ranimaharaj-sharma4332]

This is the best video so far on explaining the K means algorithm.. Thanks a lot.. I fully understand this concept now...

[@VuNguyen-oe2sp]

I can both learn Data Science and practice English listening skills by watching your videos.

[@udayrajgupta9386]

wow! very easy to understand with great visualization. Thanks for the sharing

[@Berhanu1992]

Very great and clear explanation!!! I appreciated!

[@jakeaustria296]

i have felt the need of liking this video. thank you so much!

[@HeduAI]

Thank you! I am glad you liked it! :)

[@WilliamThomas2040]

Excellent video, thanks for sharing! Very clear explanation!

[@HeduAI]

Thanks a lot! I am glad you liked it! :)

[@8147333930]

Awsome

[@danielthomas4783]

Great Video!

[@alinaqvi4674]

Ms. Haider, Bravo! Excellent explanation!

[@shadiziedan8712]

That was great and simple. Thank you :)

[@HeduAI]

Thank you for watching! :)

[@TheKhashayarArt]

WOW! what a magnificent video! For me without the background of STATS and ML, this video was very very very clear, understandable and lucid! Bravo girl! keep up the good work. *Subscribed*

[@kylyndisajojo3568]

Thanks for making it sooo simple 😊

[@davidcheung8063]

This is a great video, well presented.

[@mkaleelmd1947]

Neatly explained .. Thanks for the video

[@SHtechnology]

Very Nice..!

[@xaputoto]

The best explanation of K-Means!

[@HeduAI]

I am glad you liked it! :)

[@hemalathagonuguntla834]

Thank you for nice explanation.You worth applause.It was so helpful and I understood so clearly.

[@muhammadiqbalbazmi9275]

Awesome sister, thanks a lot. A vigorous teacher, Quality unmatched.

Thanks for the awesome explanation, keep it up! Cheers from Mexico

[@markmborg]

Well explained !!

[@aerhearts]

Nicely done.

[@cronjefourie7875]

Excellent video. Thanks

[@NadeemAhmad-hf8tw]

Beautyfully explained....

[@zensa7076]

best video.

[@sushruthsubramanya]

Beautiful Visualization. Very neat.

[@AdaBraintv]

Thank you for your amazing explanation!! it's clear and make me have a new idea for implementation.

[@chinochang22]

thanks, that was so helpful for me long time ago in my degree work

[@AlokKumar-tp8vv]

nice videos..

[@blessingschisunkha2531]

Awesome explanation!

[@fabiancalvopinae.7490]

genial.. ya entendí. gracias

[@blizzardBad]

Please upload more video like this,your explanation is perfect .Thanks :D

[@HeduAI]

Thank you! I am glad you liked it! :)

[@JanithHarinda]

Thank you

[@ajaysarvariya1459]

nice video i m understand it

[@FabioSalinas1982]

Great explanation! Thanks!

[@ashishpandey698]

very nicely explained!!!

[@tubeyoukonto]

You taught me within minutes what my professor could not teach me within hours. Thank you!! This is an awesome explanation, I got every word! Can you tell me what your content will be like in the future? I would love to subscribe if you explain more stuff thats useful to me :)

[@edyxp]

This video is pretty good?! You've rocked it out!

[@LakshyaBansal1]

Awesome!!

[@sog2531]

WOW PERFECT

[@maikbanner7552]

You deserve more Subscribers. Good Job.

[@williambiggs2308]

لقد شاركت درسًا ممتازًا. شكرا لكم.

[@sangaytenzin6594]

excellent teacher

[@shishi2707]

wow,thank you, just what i want

[@dominichuongduynguyen7039]

You are amazing! Thank you.

[@transolve9726]

very well done

[@billkhan2310]

It is more than Perfect...Ma'am can you please make a video on hierarchical clustering?

[@zikoalexis2751]

Exelent teacher i really loved the explanation ! thank you so much !!

[@HeduAI]

Great to know you liked it :)

[@ayubaalim2201]

my DREAMS from Somalia

[@UdayBhaskerMarl]

I got my answer here. Thank you.

[@Edu888777]

Great explanation. I Wonder who can explain now the maths of Non Linear Support Vector Machines

[@MrMille9393]

u are a god

[@hkroniAcademy]

Really worth praising. Is there a complete series you have created for this topic?

[@hotlincoln1]

Hey madam ur video is excellent..plz upload more machine learning videos... I cant find in ur play list...

[@shafiqurrehman8476]

simply the great one and good explanation. is it your own recorded one? if yes thats great one effort

[@computertipstricks2405]

Great job, keep it up!

[@felipevalles3831]

Thanks so much, I like your video,

[@engrmuhammadwaqas5225]

Made my life easier.

[@engrmuhammadwaqas5225]

did you stop making videos? I thought there might be more videos on the playlist but i found none

[@muhammadiqbalbazmi9275]

I wondered after listen to this that you belong to Pakistan. you seem to be a native speaker. anyway, thanks a lot for this great lecture.

[@Saravananmicrosoft]

Beautiful articulation of the concept and well explained, i was searching for this kind of explanation you have nailed it. However, as i do not have much mathematics knowledge, I have small clarification, what is the mathematical explanation on drawing the boundary ( just a perpendicular line) if so it can be drawn any point between the centroid. can you help me here how the perpendicular line drawn.

[@ajonnet]

Awesome explanation. Can you do a video on determining K value.

[@thimvaichaw5108]

very good explanation...I understand the algorithm from your video...other videos are hard to understand. .. After this video, which is the next video? Please create and share more video for Machine Learning methods

[@HeduAI]

Thanks Thim! :) I am working on it....

[@ahmedhodzic]

Great video, excellent explanation. Lets get our hands dirty XD

[@schrodingerscat3912]

kheili khoshgel bood. mamnun

[@thewheeldeal8439]

What is the accent of the speaker, I've never heard distance pronounced dis-TANC-es and iteration i-TRA-tion

[@jawadullah1568]

i learned alot from this video, my sister. i have a research project on the automatic detection of malaria parasite using matlab... but i have problems in coding. can you help me

[@synthiarahman5197]

Can you kindly clarify the Difference between Probabilistic FCM and Possibilistic FCM? I did not find anything helpful like your video to do programming.

[@sam_joshua_s]

Need sounds quality, that's only missing

[@muhammadiqbalbazmi9275]

from where you are?

[@sf2759]

your first name in my language means Pain.

[@cherylto9699]

Great explanation! Thanks!

[@HeduAI]

I am glad you liked it! :)