This repository collects all the resources employed during the development of the doctoral thesis in computer science titled "Human Activity Recognition with Consumer Devices and Real-Life Perspectives", authored by Miguel Matey Sanz and supervised by Dr. Carlos Granell Canut and Dr. Sven Casteleyn at the Universitat Jaume I.