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.
============================
Do you want to learn from me?
Check my affordable mentorship program at : learnwith.campusx.in/s/store
============================
📱 Grow with us:
CampusX' LinkedIn: / campusx-official
CampusX on Instagram for daily tips: / campusx.official
My LinkedIn: / nitish-singh-03412789
Discord: / discord
E-mail us at support@campusx.in
⌚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

  • @deeek92
    @deeek922 жыл бұрын

    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

    @prince-qs3en

    Жыл бұрын

    Hi

  • @zaidnadeem4918

    @zaidnadeem4918

    4 ай бұрын

    Indeed

  • @sayanpaul4873
    @sayanpaul48732 жыл бұрын

    You are teaching better than many paid courses. Thank you

  • @Lucifer-wd7gh
    @Lucifer-wd7gh2 жыл бұрын

    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

    @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

    @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

    @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

    @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

    @ParthivShah

    2 ай бұрын

    Yes, I also like nitish sir explanation way more than krish naik sir.

  • @geekyprogrammer4831
    @geekyprogrammer48312 жыл бұрын

    By far the best video on K means clustering on KZread!!

  • @ShubhamSingh-zv6su
    @ShubhamSingh-zv6su Жыл бұрын

    Awsome Explanation .....this is the best video on K-map....Thanks sir

  • @ANKUSHKUMAR-jr1pf
    @ANKUSHKUMAR-jr1pf2 жыл бұрын

    Sir, I am getting addicte on watching your videos 🤩🤩

  • @arghyabar5903
    @arghyabar5903 Жыл бұрын

    Impressed on your teaching technique......Thank you sir♥

  • @rojach5029
    @rojach5029 Жыл бұрын

    Awsome explanation I never ever seen., ur just incredible sir🙏👏🙌

  • @Dhkgbhj12
    @Dhkgbhj12 Жыл бұрын

    He is gem and with no doubt the best youtuber in data science field.

  • @ashyy346
    @ashyy3468 ай бұрын

    Literally the best explanation ever, thanks a lot, sir!!

  • @zaedgtr6910
    @zaedgtr69108 ай бұрын

    thank you bro...after watching 4,5 videos finally understood from your video.

  • @Nitesh717
    @Nitesh7176 ай бұрын

    Jabardast bhai , pehle baar kmeans samjh mei aaya 🙏🙏

  • @chetankumar9463
    @chetankumar94632 жыл бұрын

    Indepth explanation. Thanks sir

  • @krizbella_4k7_
    @krizbella_4k7_2 ай бұрын

    Thankyou sir❤it's the easiest explanation 😊🎉..

  • @pravinshende.DataScientist
    @pravinshende.DataScientist2 жыл бұрын

    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!

  • @siyays1868
    @siyays1868 Жыл бұрын

    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.

  • @rachitsingh4913
    @rachitsingh4913 Жыл бұрын

    Best Teacher of Data Science in the world. Period❤

  • @rushabhshah12200
    @rushabhshah122004 ай бұрын

    Best explanation compared to my ML professor!

  • @tuhinmajumdar720
    @tuhinmajumdar720 Жыл бұрын

    Great!

  • @projeshbasnet1695
    @projeshbasnet1695 Жыл бұрын

    superb explanation! thumbs up bro!

  • @vipin2872
    @vipin2872Ай бұрын

    one of the best explanation

  • @shakifrauf2204
    @shakifrauf22042 жыл бұрын

    bhai mai tumse umar may bohot bada hoon lekin tumne aisa solid explanation diya hai ki tumhe guruji bolne ka mann kar raha hai

  • @yusufkhanvlogs9581
    @yusufkhanvlogs95812 жыл бұрын

    Please cover Xgboost, lgbm and catboost.

  • @near_.

    @near_.

    Жыл бұрын

    Did u get anywhere. Iam looking for it

  • @uzairrehman5765
    @uzairrehman57659 ай бұрын

    Awesome explanation Nitish Sir ❤

  • @narendraparmar1631
    @narendraparmar16315 ай бұрын

    Good Explanation Thanks

  • @AnmolKumar-so8lh
    @AnmolKumar-so8lh3 ай бұрын

    90's genration learnt ml from krish naik the OG genration learning from you sir kudos to you sir thanks a lot to both

  • @technicalraman8848
    @technicalraman8848 Жыл бұрын

    CampusX King on KZread for Data Science Enthusiast

  • @ParthivShah
    @ParthivShah2 ай бұрын

    Thank You Sir.

  • @SitaRam-js9fu
    @SitaRam-js9fu4 ай бұрын

    Sir u explained well...thank you so much

  • @murthynaik9779
    @murthynaik9779 Жыл бұрын

    Nice explanation

  • @kpremkumar9523
    @kpremkumar95232 жыл бұрын

    Thank you sir ,hindi medium walo ke liye bhi achhe din bnane ke liye

  • @TechMantra_Quest123
    @TechMantra_Quest123 Жыл бұрын

    Very well explained

  • @adritagoswami2263
    @adritagoswami22633 ай бұрын

    You have an amazing teaching technique

  • @hemantdangi8679
    @hemantdangi8679 Жыл бұрын

    Best Video 😊😊

  • @tintumarygeorge9309
    @tintumarygeorge93093 ай бұрын

    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.

  • @Alive-Ness
    @Alive-Ness Жыл бұрын

    best explanation🙌

  • @himanshuprasad9579
    @himanshuprasad95795 ай бұрын

    really helpful!!! thanks a ton.

  • @SS-yb1qd
    @SS-yb1qd Жыл бұрын

    superb

  • @Monu-pj2si
    @Monu-pj2si2 жыл бұрын

    Thank you sir 🙏

  • @ajaykushwaha-je6mw
    @ajaykushwaha-je6mw2 жыл бұрын

    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.

  • @rushikeshmalpe3715
    @rushikeshmalpe37152 жыл бұрын

    Please finish Playlist sir as soon as possible Thank you ❤️

  • @kirankapruwan8892
    @kirankapruwan88925 ай бұрын

    I liked ur videos. Ur videos r super informative along side simple to understand. Pls make a video on how to calculate Minkowski distance

  • @debangshuchatterjee2780
    @debangshuchatterjee2780 Жыл бұрын

    Have you made any video on Incremental k-means algorithm? if you are making it would be very helpful

  • @MuhammadJunaid-yr8jd
    @MuhammadJunaid-yr8jd Жыл бұрын

    i can just say about the explanation just like wow

  • @niketasengar9191
    @niketasengar91914 ай бұрын

    best explanation👏

  • @asifpervezpolok2243
    @asifpervezpolok22432 жыл бұрын

    Your explanation skill just outstanding 😍😍😍

  • @SS-yb1qd
    @SS-yb1qd2 жыл бұрын

    ur the best

  • @theviralclips4409
    @theviralclips44092 жыл бұрын

    No words for your wonderful Explanation.How can we talk to you sir?

  • @shafiqshams3065
    @shafiqshams30658 ай бұрын

    Hi do you have similar videos on DBSCAN, Hierarchical clustering methods? Also the practical implementations? :)

  • @reee896
    @reee896Ай бұрын

    Awesome 🎉🎉🎉

  • @sandipansarkar9211
    @sandipansarkar9211 Жыл бұрын

    finished watching

  • @mohammadvahidansari8212
    @mohammadvahidansari82122 жыл бұрын

    Sir please upload video on SVM algorithm

  • @trendingstories8981
    @trendingstories89812 жыл бұрын

    please use E-commerce customer segmentation dataset for practical implementation

  • @rafibasha4145
    @rafibasha41452 жыл бұрын

    Hi Nitish bro,can i use other distance than Euclidean

  • @descendantsoftheheroes_660
    @descendantsoftheheroes_66011 ай бұрын

    Optimal Value of K Using Silhouette Score plz make on tutorial this s

  • @kislaykrishna8918
    @kislaykrishna89182 жыл бұрын

    🙏🙏

  • @matlabaerospace8544
    @matlabaerospace8544 Жыл бұрын

    Sir, please explain Gaussian Mixture Model also

  • @rahul4275
    @rahul42756 ай бұрын

    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?

  • @sachinbilung2584
    @sachinbilung2584 Жыл бұрын

    i have an doubt there combination of different cluster aint it gonna effect????

  • @abinashmalla3315
    @abinashmalla3315 Жыл бұрын

    Is this playlist totally complete for ml.....

  • @shubhamchauhan6916
    @shubhamchauhan69162 жыл бұрын

    Sir implement this on movies dataset plzz

  • @snrmedia8965
    @snrmedia89652 жыл бұрын

    I have one question here in case of centroid the centroid point is existing data point or centroid point is new point?

  • @campusx-official

    @campusx-official

    2 жыл бұрын

    It can be a new point after the 1st Iteration

  • @kali2989
    @kali2989 Жыл бұрын

    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.

  • @poojaverma3247
    @poojaverma3247 Жыл бұрын

    Sir mean kaise nikal rhe h

  • @vamsij1496
    @vamsij14968 ай бұрын

    Tell in english so that people from all around India will watch your videos...

  • @bluebon5228

    @bluebon5228

    3 ай бұрын

    Your problem if you do not know Hindi, how ret@rd of you, not knowing Hindi in India

  • @jonahjohnbaba
    @jonahjohnbaba2 жыл бұрын

    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

    @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

    @GamerBoy-ii4jc

    Жыл бұрын

    @Official Right 👍

  • @rstelent6255
    @rstelent62556 ай бұрын

    pdhane se phele confusion dur kro khud ki

  • @yazou1307
    @yazou13077 ай бұрын

    speak english please

  • @lessanletting3662
    @lessanletting3662 Жыл бұрын

    use english in your videos