StatQuest: K-means Clustering Explained

An overview of K-means clustering, highlighting its versatility and simplicity, with R code available on the StatQuest GitHub.

StatQuest: K-means Clustering Explained
StatQuest with Josh Starmer
2.0M views β€’ May 23, 2018
StatQuest: K-means Clustering Explained

About this video

K-means clustering is used in all kinds of situations and it's crazy simple. The R code is on the StatQuest GitHub: https://github.com/StatQuest/k_means_clustering_demo/blob/master/k_means_clustering_demo.R

For a complete index of all the StatQuest videos, check out:
https://statquest.org/video-index/

If you'd like to support StatQuest, please consider...

Patreon: https://www.patreon.com/statquest
...or...
YouTube Membership: https://www.youtube.com/channel/UCtYLUTtgS3k1Fg4y5tAhLbw/join

...buying one of my books, a study guide, a t-shirt or hoodie, or a song from the StatQuest store...
https://statquest.org/statquest-store/

...or just donating to StatQuest!
https://www.paypal.me/statquest

Lastly, if you want to keep up with me as I research and create new StatQuests, follow me on twitter:
https://twitter.com/joshuastarmer

0:00 Awesome song and introduction
0:33 The K-means clustering algorithm
4:26 How to pick a value for K (How to use an elbow plot)
6:06 K-means vs Hierarchical Clustering
6:28 K-means clustering and 2-Dimensional data
7:08 K-means clustering and heatmaps

Corrections:
5:58 I should have put "Reduction in Variation" instead of "Reduction is Variation"
7:25 Point (7,-8) should be in the lower right-hand quadrant.
8:25 The "nclust =25" in the arguments is actually "nstart=25"

#statquest #ML

Tags and Topics

Browse our collection to discover more content in these categories.

Video Information

Views

2.0M

Likes

38.7K

Duration

8:31

Published

May 23, 2018

User Reviews

4.8
(403)
Rate:

Related Trending Topics

LIVE TRENDS

Related trending topics. Click any trend to explore more videos.

Trending Now