What is a model?
Supervised and unsupervised machine learning
Sampling statistics and model training in R
Regression in a nutshell
Neural networks in a nutshell
Tree-based methods
Other advanced methods
Machine learning with the caret package
Encyclopedia of machine learning models in caret.