Here you will find articles covering supervised machine learning (classification, regression).
What is Supervised Machine Learning?
What is Classification?
What is Regression?
Support Vector Machines (SVM) and Support Vector Regression (SVR)
What is L1 and L2 Regularization?
What is ElasticNet?
Maximum Likelihood Estimation (MLE) and Maximum A Posteriori (MAP)