I have rarely seen a clearer presentation.

@vlavrenko

9 жыл бұрын

Thank you!

@airblue5312

8 жыл бұрын

+Victor Lavrenko No. Thank YOU

@fluflu

7 жыл бұрын

I totally agree!

@BossManTee

6 жыл бұрын

V10DC86

@wenbowang4745

6 жыл бұрын

agree

seriously, best K means explained

Thank you! My prof tried to explain this in 1.30h. You did it in 7 minutes and I understood it even better.

@induction7895

2 жыл бұрын

This is because your brain is already primed to learn and knows what it understands and doesn't understand about the topic.

@abail7010

2 жыл бұрын

@@induction7895 What are you trying to say?

Awesome explanation. Good and clear introduction with the theory and a perfect example afterwards. Many thanks to you sir.

So much better than the official university explanation. Thanks a lot for this work!

Fantastically clear and uncomplicated description of k means clustering.

This is the best K-means explanation i've ever seen! Great job, thank you!

finally, someone who explained it step by step and visually, thanks a lot!

@vlavrenko

10 жыл бұрын

Thanks!

@Nuzee03

10 жыл бұрын

Victor Lavrenko if you have categorical data what should you run if not k means??

@vlavrenko

9 жыл бұрын

With categorical data the notion of a "mean" or "centroid" is not so straightforward. You could use the mode (most frequent attribute value) instead of the mean. Or use agglomerative clustering, which does not require you to instantiate centroids.

Short, Simple, Complete, and to the point. I love it and it helped me understand quickly!

Clear, easy to understand, the last step by step images with the points and triangles really helped. Really good video, thank you.

This is the clearest explanation of K-means clustering I have seen. I will be modelling my explanations off of yours. Thank you!

I appreciate the simplicity of the explanation. Very easy to understand. It saved me time.

One of the best explanations of K-Means clustering. Thanks!

Sir, you made it so simple. Thanks. After searching a lot, finally this video made my concepts clear.

Best explanation on youtube, don't lose your time looking somewhere else.

Best 7 minutes spent to understand! Thank you

Best explanation ever, hands down. I applaud you good sire.

This kind of stuff on youtube makes my life so much easier.

1000% clearest k-means explanation out there

I've got professor in university who's got PhD in Machine Learning and MS in whatever but he doesn't seem to teach as good as you. Best explanation of k means on internet!. Thank you very much

Best explanation ever. Reminds me of the bubble sorting method, where you sort nearest vector points until no more sorting is needed.

This was the best explanation I have ever seen! Thank you so much!!

Excellent .. couldn't have been presented any more clearly. Thank you!

Legendary explanation, with an invaluable example! Thank you Victor

Great explanation. Just saved myself 20 min figuring out my course notes!

Thank you victor, that the best tuto about the K-means I ever watched....

@vlavrenko

10 жыл бұрын

Thanks! Happy to know this is helpful

Thank you so much for the crystal clear and precise presentation Sir!! :)

It's 2021 now, this video is still much much better than my prof's class

Learned from many great resource but this is definitely one of the best open to all explanation of all.

One of the best ever videos on K-means. Please carry on your amazing work .

@vlavrenko

9 жыл бұрын

Thank you, it's very good to know this video was helpful to you.

Clear as much as it can be. It has been useful. Thanks.

Clear, brief and excellent. Many thanks VL.

Thank you! It was the best intuitive representation of K-means!

I cannot speak such fast and clear at the same time. Nice!

The example at the end was very helpful, thanks for the video

Just the best explanation heard so far! Good job

Thank you Graham Norton! You’re the best!

Very clear explanation and presentation. Thanks for you time and effort!

The BEST VIDEO explained K-men EVER ... Thank youuuu

Wow this is Soo well explained... 7years later it's still🔥🔥🔥🔥

Very good Mr.Lavrenko, thank you, well done!

Excellent explanation, Victor. How lucky must be your students. Greetings from Mexico

Really good explanation! Thank you :) Greetings from Germany

Thank you. you made it clear with example Lets cluster out those 108 downvotes

Fantastic video, broke it down very clearly. Thanks a lot.

Thank you for the help!!! I'm just learning all of this and this video is realy helpful as far as getting a conceptual understanding of all this

@vlavrenko

10 жыл бұрын

Thanks! Really happy to know this is helpful.

Thank you Victor for your great presentation!

Seems so simple now, I was getting confused with the recalculation of the centroid location, but thank you :)

Your lectures helped me understand many of the concepts I found difficulty with. Thank you!

@vlavrenko

9 жыл бұрын

Thank you! Glad to be able to help.

thank you very much sir! much better explanation than I got in class

I can't believe how clear your lecture was! You have helped me SO much!! Many thanks!!!! :D

Well explained Victor, thanks for your sincere effort.

The visualizations used are super helpful!

That was brilliant, I understood it straight away.

That really helps me, thank you Victor!

Great diagrams and explanation. Perfect!

This was so helpful! Thank you so much!

Whaaaa. I got k-means in 2.5 minutes! This was amazing!

I wish the lecturer i have at uni was as good as you prof Victor.

Thank you so much for the video. You have made it very clear and simple.

Awesome explanation, thank you Victor!

Thank you very much. Best explanation so far

Thanks. this was very helpful. Glad to have found a video that explained it in a manner that didn't take too long to get the message through. By the by, your voice reminds me of the character Pritchard from Deus Ex: Human Revolution. Sorry if you get that a lot.

Victor, That was excellent!

Thank you sir, for sharing the video, it's helping me a lot!

hi victor just wanna say thanks coz this really helps me alot , reading text is harder to understand thx for the visuals!

Loved the way your explained the concepts

Thanks Victor for amazing explanation!

Very clear explanation. Thanks for your work

Best explanation I've ever come across

@vlavrenko

9 жыл бұрын

Thanks!

I understand more with you in english language that on my teacher's book in italian. Thank you!

Yeah, this video was perfect. Congratulations on being a great teacher.

Amazing explanation. Thank you!

Very succinctly explained. Well done

Incredible teaching skills!

I appreciate your explanation! I'll probably be referring to your other algorithm explanations as well

Clear, and brief. Thank you.

Best explanation I've come across (y)

thanks.. its really useful and i am going to implement this concept in my project.

this was amazing and blazingly fast ! thanks !

Awesome video, super clear explanation

Brilliant video! Many thanks!

Incredible Lecture!

Thanks for your clear presentation!!

Thank's especialy the example you show helps a lot for me to understand.

Thank you so much. Now I understood it at last.

What an outstanding presentation 👏👏

Bravo!!! Well explained & Thank you

This is awesome! Thanks for your explanation!

Great and clear explanation. Could you possibly add a video of the formal proof of why this algorithm always converges?

very nice explaination ,very clear and concise.thank you very much

great explanation, simple and visualized. Thanks! =)

wow, what a clear explanation! thanks man!

I am so thankful for the time you took to help with clarifying a numerous doubts just in few minutes. You're a wonderful teacher.

Thank you very much for this video, it really helped me understand k-means algorithm! :)

@vlavrenko

9 жыл бұрын

Sudeep Kumar Satpathy Happy to help! Spread the word if you find these videos useful.

Wow. Excellent explanation. Thanks.

Excellent explanation.... Thank you so much.

thanks, really clear and well explained

Great explanation. Thanks!

This is incredible. Thank you for explaining this so clearly. Your example was perfect.