Toward Data Science published another article detailing my efforts in constructing a K Means clustering project from scratch without using the typical libraries like Scikit-Learn.
Check it out here:
https://towardsdatascience.com/k-means-without-libraries-python-feb3572e2eef#8646-25d4070add68
photo credit: Billy Huynh</sup>