Regularization and Machine Learning Features in the System Identification Toolbox and similar MATLAB functions

Abstract

In this thesis we look at the difference of OLS and RLS methods for estimation of system values and coefficient. Estimating system values using different methods such as, ssregest, DSR, DSR-E etc. Lastly looking at what Machine Learning is, the different types of Machine Learning with some references to previous talked about methods and in what fields these different types of Machine Learning methods are used.