Implement K-Means algorithm from scratch and also using scikit-learn to cluster data.

Topics Covered:

Data Visualization Techniques
Utilizing the K-Means Algorithm in Scikit-learn
Deep Dive into the K-Means Algorithm's Mechanics
Building a K-Means Algorithm from Scratch