Basic topics of statistical learning.
Pure math for linear regression model.
Principal component analysis.
Here you can find a beautiful example of differential expression analysis using standard R packages.
Exploratory analysis in R.
Compare Models And Select The Best Using The Caret R Package.
Gradient Boosting Machine
Here you can find how to work with k-means cluster analysis.
Learning Vector Quantization using R