Common Machine Learning Models

Last updated: May 19, 2020

Types of modeling tasks

Based on Michael J. Garbade’s Medium post:

Supervised learning Unsupervised learning
Categorical predictors Classification Clustering
Continuous predictors Regression Density estimation, dimension reduction

Common types of models


  1. In other words, estimate a probability density function for a random variable [return]