In this article I want to explain how algorithms in machine learning are working by going through low level explanation instead of just having a short glance on a high level. In this article I go into detail (including sometimes looking at the math behind these theories) on Classification, Clustering, Linear Regression, Gradient Descent, and using the code in MATLAB.