Supervised Machine Learning

Here you will find articles covering supervised machine learning (classification, regression).


What is Supervised Machine Learning?


What is Classification?


What is Regression?


Linear Regression


Multiple Linear Regression


Linear Programming for Linear Regression


Bayes Classifier and Naive Bayes Tutorial


Tutorial: K-Nearest Neighbor classifier for MNIST


Decision Trees




Random Forests




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)


Deep Learning Tutorial part 1/3: Logistic Regression


Deep Learning Tutorial part 2/3: Artificial Neural Networks


Deep Learning Tutorial part 3/3: Deep Belief Networks


A Tutorial on Autoencoders