Machine Learning, Clustering, Data Science, Unsupervised Learning, Towards Data Science.
These centroids should be placed in a smart way because of different location causes different result. So, the better choice is to place them as much as possible far away from each other. The next step is to take each point belonging to a given data set and associate it to the nearest centroid.