K-means Clustering from Scratch

Though there are many library implementations of the k-means algorithm in Python, I decided to use only Numpy in order to provide an instructive approach. Numpy is a popular library in Python used for numerical computations. We first create a class called Kmeans and pass a single constructor argumentk to it. This argument is a hyperparameter. Hyperparameters are parameters that are set by the user before training the machine learning algorithm.