K-Means Clustering Algorithm | Geometric Intuition | Clustering | Unsupervised Learning
In this video, we are going to learn about the K-means clustering algorithm. k-means clustering is a method of vector quantization, originally from signal processing, that aims to partition n observations into k clusters in which each observation belongs to the cluster with the nearest mean, serving as a prototype of the cluster.
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⌚Time Stamps⌚
00:00 - Intro
01:10 - Understanding K-Means Clustering through a problem statement
04:34 - Deciding Number of Clusters
04:56 - Initializing Centroids
05:41 - Assigning a Cluster
09:20 - Should we finish the clustering process
14:28 - K-Means Clustering (Elbow Method)
Пікірлер: 81
I am an experienced professional and I can say that this is the BEST EXPLANATION on the internet for KMeans clustering! Thank you!
@prince-qs3en
Жыл бұрын
Hi
@zaidnadeem4918
4 ай бұрын
Indeed
You are teaching better than many paid courses. Thank you
Outstanding. Better than Krish Naik. Explained in simple words with details. Sir please make a video on Hypothesis testing and its types. It is confusing.
@Dhkgbhj12
Жыл бұрын
yes true, and not only better than krish naik, it is better than all the rest overrated youtuber who made video on this kmeans. I lietrally went through all the channels and I got confused more. But this is best. Loved it.
@D_Analyst007
Жыл бұрын
Wo banda hyped hai bro!! This channel is gem , simple language , pure explanation..I think Krish had first mover advantage and better marketing(iNeuron), max audience is first time learners so...
@programmer6649
10 ай бұрын
@@Dhkgbhj12 yes there is no proper way of explanation or in depth in krish naik sir videos but nitish sir is truly amazing he is such a gem i wasted 1 year in learning ML by following krish naik videos because there is no structure path there but nitish sir provided me a path
@Tusharchitrakar
5 ай бұрын
I don't want to disrespect Krish Naik because he provides free knowledge and anything free is a gift. But as you all said, nitesh is solid and his pedagogical techniques are unmatched. Some say he is better at teaching than Andrew ng too. Also he makes sure our fundamentals are solid which I don't see with krish Naik. Nitesh, you are a literal messiah
@ParthivShah
2 ай бұрын
Yes, I also like nitish sir explanation way more than krish naik sir.
By far the best video on K means clustering on KZread!!
Awsome Explanation .....this is the best video on K-map....Thanks sir
Sir, I am getting addicte on watching your videos 🤩🤩
Impressed on your teaching technique......Thank you sir♥
Awsome explanation I never ever seen., ur just incredible sir🙏👏🙌
He is gem and with no doubt the best youtuber in data science field.
Literally the best explanation ever, thanks a lot, sir!!
thank you bro...after watching 4,5 videos finally understood from your video.
Jabardast bhai , pehle baar kmeans samjh mei aaya 🙏🙏
Indepth explanation. Thanks sir
Thankyou sir❤it's the easiest explanation 😊🎉..
your explanation gives the ans . of every why and I like it...I learned too much which I not leared from many other channel! thannk you very much!
Thanku so much sir for sharing a great video amazing as always. koi nahi samza sakta aapke jaise sir. Ur videos r really very informative n unique & explains everything in depth n put in a simple manner.
Best Teacher of Data Science in the world. Period❤
Best explanation compared to my ML professor!
Great!
superb explanation! thumbs up bro!
one of the best explanation
bhai mai tumse umar may bohot bada hoon lekin tumne aisa solid explanation diya hai ki tumhe guruji bolne ka mann kar raha hai
Please cover Xgboost, lgbm and catboost.
@near_.
Жыл бұрын
Did u get anywhere. Iam looking for it
Awesome explanation Nitish Sir ❤
Good Explanation Thanks
90's genration learnt ml from krish naik the OG genration learning from you sir kudos to you sir thanks a lot to both
CampusX King on KZread for Data Science Enthusiast
Thank You Sir.
Sir u explained well...thank you so much
Nice explanation
Thank you sir ,hindi medium walo ke liye bhi achhe din bnane ke liye
Very well explained
You have an amazing teaching technique
Best Video 😊😊
your videos are good and very helpful, teaching skill is good.One request is please make videos in English too it will help more people.
best explanation🙌
really helpful!!! thanks a ton.
superb
Thank you sir 🙏
Sir ji, Maja aa geya. Aaj K mean samajh aageya. App ne keha ki "thoda sa complex hai", sir ager app pedha rehe hain to complex word exist nehi kerta. Sir ek request hai, aisa hi ek Playlist DL k libhi shur ker dijiye atleas for ANN so that we can solve regression and classification problem.
Please finish Playlist sir as soon as possible Thank you ❤️
I liked ur videos. Ur videos r super informative along side simple to understand. Pls make a video on how to calculate Minkowski distance
Have you made any video on Incremental k-means algorithm? if you are making it would be very helpful
i can just say about the explanation just like wow
best explanation👏
Your explanation skill just outstanding 😍😍😍
ur the best
No words for your wonderful Explanation.How can we talk to you sir?
Hi do you have similar videos on DBSCAN, Hierarchical clustering methods? Also the practical implementations? :)
Awesome 🎉🎉🎉
finished watching
Sir please upload video on SVM algorithm
please use E-commerce customer segmentation dataset for practical implementation
Hi Nitish bro,can i use other distance than Euclidean
Optimal Value of K Using Silhouette Score plz make on tutorial this s
🙏🙏
Sir, please explain Gaussian Mixture Model also
while finding the nearest distance what if 2 points has same distance from it's centroid, in that case what does the alogorithm do, takes that point in which cluster?
i have an doubt there combination of different cluster aint it gonna effect????
Is this playlist totally complete for ml.....
Sir implement this on movies dataset plzz
I have one question here in case of centroid the centroid point is existing data point or centroid point is new point?
@campusx-official
2 жыл бұрын
It can be a new point after the 1st Iteration
The thing is the way you make videos makes me feel you are teaching yourself when you knew nothing connecting dots what are the information to be added to get the topic make understand but please we need more videos and even advances videos on these topics using advanced tools like automl from h2o videos in hindi shouldn't mean with low quality . We want reinforcement learning based videos almost null videos are present regarding in hindi.
Sir mean kaise nikal rhe h
Tell in english so that people from all around India will watch your videos...
@bluebon5228
3 ай бұрын
Your problem if you do not know Hindi, how ret@rd of you, not knowing Hindi in India
I was able to watch this video from beginning to the end but still didnt understand or appreciate your explanation because I dont understand hindi. I am sure you are aware that there are non-hindi that subscribed to your youtube but still you dont consider them. God bless Sudhanshu Kumar and Krish Naik of iNeuron. I think is better I unsubscribe myself because there is no need to be here. Thank you.
@GamerBoy-ii4jc
2 жыл бұрын
so go out from here.... you know what Nitish is Legend and better than krish naik and Sudhanshu...if you don't need so go out.
@GamerBoy-ii4jc
Жыл бұрын
@Official Right 👍
pdhane se phele confusion dur kro khud ki
speak english please
use english in your videos