This project attempts to model the 'Class' variable from the http://web.archive.org/web/ 20161224072740/http:/ groupware.les.inf.puc-rio.br/har website. The analysis and subsequent report covers the methods and different models used to clean and analyse the data as well as build the models, interpret their performance and decision to choose the final model to deploy