Statistical learning combines the theory of statistics with machine learning, which is concerned with building computer programs that learn and improve with experience.

These methods have produced some of the finance industry's most consistently profitable proprietary trading strategies during the past decades. Statistical learning also provides novel non-parametric methods, such as support vector machines, for derivatives pricing.