@unpublished{upm68046, year = {2021}, month = {July}, author = {Mart{\'i}n Bosco Domingo Benito}, title = {Implementation of a Bespoke, Collaborative-Filtering, Matrix-Factoring Recommender System Based on a Bernoulli Distribution Model for Webel}, address = {Madrid}, url = {https://oa.upm.es/68046/}, abstract = {Este proyecto documenta el proceso de construcci{\'o}n y entrenamiento de un Sistema de Recomendaci{\'o}n por Filtrado Colaborativo y Factorizaci{\'o}n Matricial basado en el modelo BeMF propuesto en [1] adaptado para Webel, una empresa software dirigida a ofrecer servicios a domicilio ofertados por profesionales a trav{\'e}s de una aplicaci{\'o}n m{\'o}vil. Se incluye la preparaci{\'o}n del entorno y empleados para la futura integraci{\'o}n con sus sistemas existentes y subsecuente lanzamiento a producci{\'o}n. Abstract: This project documents the process of building and training a Collaborative-Filtering, Matrix-Factoring Recommender System based on the proposed BeMF model in [1] and adapted for Webel, a software company aiming to provide at-home services offered by professionals through a mobile app. It also includes the successful preparation and employee training for future integration with their existing systems and subsequent launch into production.}, keywords = {Collaborative filtering; Recommender systems; Filtrado colaborativo; Sistemas de recomendaci{\'o}n} }