Looking at the images above, we see an example of an image posterization filter that gives images a cartoon-like appearance, but behind the scenes, this filter is actually using a machine learning algorithm known as clustering.

Before exploring into how this process works and seeing how we can implement it in Python, let’s take a look at why we might want to do this in the first place.