K Means Clustering with Dask (Image Filters for Cat Pictures) Data Stuff

Applying filters to images is not a new concept to anyone. We take a picture, make a few changes to it, and now it looks cooler. But where does Artificial Intelligence come in? Let's try out a fun use for Unsupervised Machine Learning with K Means Clustering in Python. I've written before about K Means Clustering, so I will assume you're familiar with the algorithm this time.