The math behind data analysis algorithms

Cauchy-Lorentz: "Something alarmingly mathematical is happening, and you should probably pause to Google my name and check what field I originally worked in."

The math behind algorithms made with for example decision trees, naive Bayes classification, ordinary least squares regression, logistic regression, support vector machines, ensemble methods, clustering, principal component analysis, singular value decomposition and independent component analysis.