https://github.com/lettier/interactivekmeans

Interactive HTML canvas based implementation of k-means.
https://github.com/lettier/interactivekmeans

ai cluster cluster-analysis clustering clustering-algorithm clustering-evaluation clustering-methods data-science interactive-kmeans kmeans kmeans-algorithm kmeans-clustering machine-learning machine-learning-algorithms scikit-learn

Last synced: 3 months ago
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Interactive HTML canvas based implementation of k-means.

• Host: GitHub
• URL: https://github.com/lettier/interactivekmeans
• Owner: lettier
• Created: 2015-05-26T05:45:27.000Z (over 9 years ago)
• Default Branch: master
• Last Pushed: 2018-03-24T05:53:20.000Z (almost 7 years ago)
• Last Synced: 2024-04-16T04:51:01.999Z (10 months ago)
• Topics: ai, cluster, cluster-analysis, clustering, clustering-algorithm, clustering-evaluation, clustering-methods, data-science, interactive-kmeans, kmeans, kmeans-algorithm, kmeans-clustering, machine-learning, machine-learning-algorithms, scikit-learn
• Language: JavaScript
• Homepage: https://lettier.com/kmeans
• Size: 4.64 MB
• Stars: 15
• Watchers: 8
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
![Interactive K-means](preview.gif)

# Interactive K-means

Visualize and interact with the clustering algorithm k-means.  

Try it at [lettier.com/kmeans](http://www.lettier.com/kmeans/).  

Read more about [k-means](https://lettier.github.io/posts/2016-04-24-k-means-from-scratch.html).

## Download & Run

```bash

git clone https://github.com/lettier/interactivekmeans.git

cd interactivekmeans

nohup python -m http.server &> /dev/null &

python -mwebbrowser http://localhost:8000

```

## Directions

- Lay down data points by clicking the mouse. 

- You can also use the `scatter` button located in the controls. 

- Set your value for `k` and `maxIterations`. 

- Press `runKMeans` to cluster the on-screen data points. 

- Remove data points by clicking on them. 

- Use the silhouette coefficient to find the optimal `k`.

(C) 2015 David Lettier.  

[lettier.com](https://www.lettier.com/)