K mean clustering algorithm with solve example
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- Опубліковано 8 лют 2025
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Steps of K mean:
1. Choosing the optimal number of K for clustering (Finding optimal number of clusters through various techniques)
2. Selecting random K points as a centroid.
3. Computing distance from each data points to select random centroids
4. Allocating each data to the nearest centroid and forming a clusters
5. Computing average of the newly formed clusters and considering that average as a new centroid
6. Computing distance from each data point to new centroids(average)
7. Allocating each data to to the nearest centroid and forming a clusters
8. Point 5, 6 & 7 iterative until no changes in the clustering forming
1.Centroids of newly formed clusters do not change
2.Points remain in the same cluster
3.Maximum number of iterations are reached
if we are getting the same centroids for all the clusters, we can say that the algorithm is not learning any new pattern and it is a sign to stop"
thanks for the info bhavik bhai
Bhai tu vo dost hai jo exam ke ek raat pehele asani se aur professor se acha padhata hai!
Machau insaan hai tu bhai.
Aisey Teachers Ko Saarey Colleges, Universities Mein Rakhney Chahiye.You Nailed It.
aaj mera b.tech k last exam hai. Thanks for your all help in this journey. You are more than anything in our last moment of the exam. I will be posted in Mumbai most probably. Hope I will once meet you there.
Abhi life kesi hai bhai, job milii?
awesome...no word to say.....
Hey bro big fan 🤩 yaar . Love your videos and your subscribers but I don't know what are you doing here 😂
This may help college student if you don't understand the concept from this video
ua-cam.com/video/sMDDO1stxk4/v-deo.html
The easiest and clear explanation. Great video.
Great explanation... If possible, please add English Subtitle such that people around the world can access your video explanation
Yesss please our instructors teach nothing and when I search explanations all in Hindi
"sigh". I guess I need to learn their language.
I believe that this is his USP, it's not just the language, but look at the swag, the way that he's speaking. He's targeting very very specific users. Don't know if it would be as simple to understand if he puts subtitles. Great job BTW dude, for such a fantastic explanation.
maam ap ka pta lag gia ha
lecture yahn sa utahti hain
@@zaidakram2486 lmao wtf 😂
world! common on , even in india hell lot of people dont understand hindi. i fcking dont understand even a single word of hindi
this is by far the easiest K mean explanation on youtube...
Thanks man!
Love from Pakistan :)
Love u darling from INDIA.
are bhaisahab ye kis line mein aa gaye aap
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Thank you sir for explaining such a difficult concept so easily. I hope it will be of great help to everyone interested to know about Machine Learning.
you will get the blessing of millions of students.
Awesome boss, I have seen videos of Stanford,Caltech etc. on different topics but it is by far the most interactive one, laga ki kisi friend se padh raha hu, I have decided ki apne class presentations bhi aise hi dunga, thanks bro.
This is probably the easiest explanation of a complex problem. Loved the way how you explained in simple terms. Make more videos of the various other algorithms in AI. Great job!
Pages apne paas boht hai xD . Well Explained bro!
Hahahaha
3 Words to the video
Simple, Precise and Fully Covered explaination of the topic
Thanks alot
@@Lastmomenttuitions
Bhai kya apke sath kbhi ragging hui thi qua
Just ek question puchna tha Mumbai ke colleges m abhi bhi ragging hoti h qua
Thanks brother bahut sari videos dekhi but koi smjh nhi aayi but aapki video dekh ke turant samjh aa gya
Welcome
Very good method and interesting u are the best sir
I am student from sppu. I always watch last moment tution videos to understand and clear my concept..😊
This video is very helpful in my exam....thanks sir👍
Dost Aap awesome ho...Jo bare bare data scientist thik se nahi samjha paaye wo aapne samjha diya.. Thank Dost
Amazing explanation. I was struggling to find simple explanation for it. I got it here. Thanks a lot.
your way of delivering the lecture is great such an easiest way to learn K-mean...Thank you so much
Bhai thanq din bana diya tune, bhout logo ko share kiya maine.. thanq.. sab videos dekha h manie par iss wale pe comment kar raha hu.. thanks
the video is very good
i am facing alot difficult in this but finally all clear my doubts
thank you for making this video
Really Impressed by the quality of work
Great man, itna easy karke explaination totally concept clear... wow great yr...
I like how you talk... good explanation thank you bhai....
Your welcome
hey sumer,
consider
m1=2, m2=7
element1 is 3. so 3-2=1, 7-3=4
therefore, 3 is in k1.
element2 is 5. so 5-3=2, 7-5=2
difference is same. what now?
❤️❤️❤️. Finally I got a right video for the topic 🙏🏻🙏🏻
sumer bhau ko 100 100 baar dhanyawaad 🙏🙏🙏🙏
May ne pehle say he nikal ke rakha hai ,mai koe genius nahi hu ..🔥🤘😁. thanks bro really helpful👍
You made it easier for me. Thank you so much brother.
full on desi swag bhidu !
Great job my friend! Straightforward and easy to understand.
Dogs are barking in night and you are still trying to teach something to last benchers like us to pass our exams. Thank you so much. Keep up the good work bro. Love your dedication.
Thank u soo much✌️...tmrrw is my exam and I am watching dis video at 1:30 am
Had a bit problem understanding this but you made it really easy to understand ! :D please keep on making videos like this related to AI. Thanks.
Mast bhai ..simple explanation of K-Means algorithim
I really appreciate him for such an easiest solution of K means algo .
Bro, I do not understand Hindi, but the way you solved the example and your handwritten information were amazing. I got everything I needed.
Thanks.
🙂
amrica ka dalal bc..😁😁
bro if one will assume m1=10 and m2=20 initially , it will be just 2 steps.
Your are the man , and the real teacher of the century.
Salute to you brother .
very easy and friendly explanation bhai.....big salute
Bhai aap kamal key ho yaar literally ur videos helped me to score 70% of marks in external,
muje toh zero knowledge tha yaar is subject me. Thanks alot bhai
Keep it up
Very Simple and good explanation
Difference nikalnai ka Bhai.. Zbrdst explanation .. Love from Pakistan.. 💓
very very much thankful to you for saving my time👏👏👏
what an outstanding explanation! From Bangladesh
This was the easiest explanation by far for Kmeans. Thanks.
Hahahaha!!! "Pages apne paas bohot hain (6:12)" thats how you make it interesting ! Great Stuff mate... keep up the good job!
bhai paper k time tere he videos dhoondhta hun. u r grt.
Tu genious hai bhai:
@Last_Moment_tuitions
Thanks a lot bhai dill garden garden hogya pass hone ki umeed hogai Machine Learning me
Plz upload Rsa algorithm explainatn nd example
such simple & easy explanation can't be found elsewhere,
Indeed helpful :)
Glad it was helpful!
Tomm I've exm regarding this sum ...thnku for ur well explained
kash apke jese sare professor bhi padhate..lekin nai unko to easy concept ko hard karke padhana he
wellcom bro your teaching method is so simple and easy plzzzzzzzzz upload knn algorithm one week remain to my exam.
Your good bro...just continue with same energy and accent ...u made it so simple for us...lots of love
so easily explained...thanks
You are welcome
You literally made it so damn easy... It was like frd se sikh rahi hu... Thanks much!!!
Thanks a lot sir!....bahot acche se samjhayaaaaa
Happy to help you bro
Great Job... Thanks a lot Brother....
your speaking style is excellent ,,,,
Crystal Clear Explanation. Thank You
Bht jyada acchese Smjh aaya!!! Tysm😊
Easy understanding bhai tumara teaching
Well explain brother...thank you so much .
thanks bro itni bdhiya explanation ke liye
Love your teaching method
Very well explained. Thank you.
I loved the way it is so simply manifested. I have a doubt.What if a value has the same difference to both the clusters? In which cluster,should I place such value?
Even I'm facing the same problem. Did u get any solution for this?
Wonderfully explained
Pages apne pass boht hai..lol.. dude u r too good! last moment saviour.. love to u :)
super explanation bro...teaching is very natural
very easy and clear explanation
Awesome video bhai. What a way to explain. Maza aa gya...
Love your teaching man
Thanks
Dil se thank you
Yeh toh kahi se bhi samjh nhi aa raha tha tumne samjha diya
Welcome
hello! what if it is equal distance from m1 and m2? take it to m1 or m2?
eg. 16 is m1 and 22 is m2 and where do i place 19 in ?
you helped me clear my back
Awesome video Bro. Very nicely explained. Thannnk youu sooo muuchhhh...
Thanks ....all your Artificial intelligence videos are so great
Bhai baut mahenat karta hai tu
Thank you
tum jio hajaro sal aese hi padhate raho.
Awesome explanation
thank you
What if there is repetition in data set example K=[ 1,1,2,3,4,5,2,3]
Lovely video bhai ! Aur videos dalte rehna...teacher ne Jo 2 din me sikhya tune 10min me sikha diya !
Very neatly explained
Thank you bro for explaining such a difficult concept so easily. I hope it will be of great help to everyone interested to know about Machine Learning.
Couldn't thank you enough sir!! Great explaination!!!
Bhai thankewww sooo much yr .....kasm se bht bdi help ker di apne bhai ..... again thankewww sooo much bhai .......bht easy explain kiya yr good.
Ur wlcm we are happy to help you
Very nicely explained.👍
Bhai sumer,,, excellent bhai. Bahut baar bachaya hai tuney
Suppose that the data mining task is to cluster the following eight points (with (x,y) representing location) into three clusters.
A1(2,10),A2(2,5),A3(8,4),B1(5,8),B2(7,5),B3(6,4),C1(1,2),C2(4,9).
The distance function is Euclidean distance. Suppose initially we assign A1, B1, and C1 as the center of each cluster, respectively. Use the k-means algorithm to show only
(a) The three cluster centers after the first round of execution and (b) The final three clusters
upar wale question ka video banao na please... urgently needed.. exam hai ....
Explain very well I have got all..
Bhai gajab explaination......
- Maja a gyaa - jabardash h brother , thanks a lot you created the examples
Great brother... awesome explanation
thanks a lot Sir!
lots of love and respect, from Pakistan.