K-means Clustering

One of my friends recently asked me about the K-means algorithm.

  • how does it work ?
  • what are the typical applications i.e. where/how is it used in the industry ?

In the discussion that followed, we ended up playing around with several visualizations available that do an awesome job of explaining this technique.

we also hacked around with some code from joel grus’  book (data science from scratch) to develop more intuition on the K-means algorithm.

Visualizations:

Code:

 

There are some very interesting insights which we got playing around with trying to use K-means to cluster an image containing different colors:

sample5

 

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