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

 

Perceptron

 

Random Forests

 

XGBoost

 

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






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